{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [],
   "source": [
    "%load_ext rpy2.ipython\n",
    "%matplotlib inline\n",
    "import logging\n",
    "logging.getLogger('fbprophet').setLevel(logging.ERROR)\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python API\n",
    "\n",
    "Prophet follows the `sklearn` model API.  We create an instance of the `Prophet` class and then call its `fit` and `predict` methods.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The input to Prophet is always a dataframe with two columns: `ds` and `y`.  The `ds` (datestamp) column should be of a format expected by Pandas, ideally YYYY-MM-DD for a date or YYYY-MM-DD HH:MM:SS for a timestamp. The `y` column must be numeric, and represents the measurement we wish to forecast.\n",
    "\n",
    "As an example, let's look at a time series of the log daily page views for the Wikipedia page for [Peyton Manning](https://en.wikipedia.org/wiki/Peyton_Manning).  We scraped this data using the [Wikipediatrend](https://cran.r-project.org/package=wikipediatrend) package in R.  Peyton Manning provides a nice example because it illustrates some of Prophet's features, like multiple seasonality, changing growth rates, and the ability to model special days (such as Manning's playoff and superbowl appearances). The CSV is available [here](https://github.com/facebook/prophet/blob/master/examples/example_wp_log_peyton_manning.csv).\n",
    "\n",
    "First we'll import the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from fbprophet import Prophet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-12-10</td>\n",
       "      <td>9.590761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007-12-11</td>\n",
       "      <td>8.519590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2007-12-12</td>\n",
       "      <td>8.183677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2007-12-13</td>\n",
       "      <td>8.072467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2007-12-14</td>\n",
       "      <td>7.893572</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ds         y\n",
       "0  2007-12-10  9.590761\n",
       "1  2007-12-11  8.519590\n",
       "2  2007-12-12  8.183677\n",
       "3  2007-12-13  8.072467\n",
       "4  2007-12-14  7.893572"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../examples/example_wp_log_peyton_manning.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We fit the model by instantiating a new `Prophet` object.  Any settings to the forecasting procedure are passed into the constructor.  Then you call its `fit` method and pass in the historical dataframe. Fitting should take 1-5 seconds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<fbprophet.forecaster.Prophet at 0x7fa84319a9d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = Prophet()\n",
    "m.fit(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predictions are then made on a dataframe with a column `ds` containing the dates for which a prediction is to be made. You can get a suitable dataframe that extends into the future a specified number of days using the helper method `Prophet.make_future_dataframe`. By default it will also include the dates from the history, so we will see the model fit as well. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>2017-01-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>2017-01-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>2017-01-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3268</th>\n",
       "      <td>2017-01-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>2017-01-19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds\n",
       "3265 2017-01-15\n",
       "3266 2017-01-16\n",
       "3267 2017-01-17\n",
       "3268 2017-01-18\n",
       "3269 2017-01-19"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future = m.make_future_dataframe(periods=365)\n",
    "future.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `predict` method will assign each row in `future` a predicted value which it names `yhat`.  If you pass in historical dates, it will provide an in-sample fit. The `forecast` object here is a new dataframe that includes a column `yhat` with the forecast, as well as columns for components and uncertainty intervals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>2017-01-15</td>\n",
       "      <td>8.204125</td>\n",
       "      <td>7.449654</td>\n",
       "      <td>8.946255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>2017-01-16</td>\n",
       "      <td>8.529148</td>\n",
       "      <td>7.792752</td>\n",
       "      <td>9.284594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>2017-01-17</td>\n",
       "      <td>8.316555</td>\n",
       "      <td>7.563541</td>\n",
       "      <td>9.029357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3268</th>\n",
       "      <td>2017-01-18</td>\n",
       "      <td>8.149153</td>\n",
       "      <td>7.384345</td>\n",
       "      <td>8.840279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>2017-01-19</td>\n",
       "      <td>8.161075</td>\n",
       "      <td>7.430352</td>\n",
       "      <td>8.859482</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds      yhat  yhat_lower  yhat_upper\n",
       "3265 2017-01-15  8.204125    7.449654    8.946255\n",
       "3266 2017-01-16  8.529148    7.792752    9.284594\n",
       "3267 2017-01-17  8.316555    7.563541    9.029357\n",
       "3268 2017-01-18  8.149153    7.384345    8.840279\n",
       "3269 2017-01-19  8.161075    7.430352    8.859482"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast = m.predict(future)\n",
    "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can plot the forecast by calling the `Prophet.plot` method and passing in your forecast dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1 = m.plot(forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want to see the forecast components, you can use the `Prophet.plot_components` method.  By default you'll see the trend, yearly seasonality, and weekly seasonality of the time series.  If you include holidays, you'll see those here, too."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2 = m.plot_components(forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An interactive figure of the forecast and components can be created with plotly. You will need to install plotly 4.0 or above separately, as it will not by default be installed with fbprophet. You will also need to install the `notebook` and `ipywidgets` packages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fbprophet.plot import plot_plotly, plot_components_plotly\n",
    "\n",
    "plot_plotly(m, forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_components_plotly(m, forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More details about the options available for each method are available in the docstrings, for example, via `help(Prophet)` or `help(Prophet.fit)`. The [R reference manual](https://cran.r-project.org/web/packages/prophet/prophet.pdf) on CRAN provides a concise list of all of the available functions, each of which has a Python equivalent."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## R API\n",
    "\n",
    "In R, we use the normal model fitting API.  We provide a `prophet` function that performs fitting and returns a model object.  You can then call `predict` and `plot` on this model object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%%R\n",
    "library(prophet)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we read in the data and create the outcome variable. As in the Python API, this is a dataframe with columns `ds` and `y`, containing the date and numeric value respectively. The ds column should be YYYY-MM-DD for a date, or YYYY-MM-DD HH:MM:SS for a timestamp. As above, we use here the log number of views to Peyton Manning's Wikipedia page, available [here](https://github.com/facebook/prophet/blob/master/examples/example_wp_log_peyton_manning.csv)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%%R\n",
    "df <- read.csv('../examples/example_wp_log_peyton_manning.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We call the `prophet` function to fit the model.  The first argument is the historical dataframe.  Additional arguments control how Prophet fits the data and are described in later pages of this documentation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Initial log joint probability = -19.4685\n",
       "Optimization terminated normally: \n",
       "  Convergence detected: relative gradient magnitude is below tolerance\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R\n",
    "m <- prophet(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predictions are made on a dataframe with a column `ds` containing the dates for which predictions are to be made. The `make_future_dataframe` function takes the model object and a number of periods to forecast and produces a suitable dataframe. By default it will also include the historical dates so we can evaluate in-sample fit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "             ds\n",
       "3265 2017-01-14\n",
       "3266 2017-01-15\n",
       "3267 2017-01-16\n",
       "3268 2017-01-17\n",
       "3269 2017-01-18\n",
       "3270 2017-01-19\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R\n",
    "future <- make_future_dataframe(m, periods = 365)\n",
    "tail(future)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As with most modeling procedures in R, we use the generic `predict` function to get our forecast. The `forecast` object is a dataframe with a column `yhat` containing the forecast. It has additional columns for uncertainty intervals and seasonal components."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "             ds     yhat yhat_lower yhat_upper\n",
       "3265 2017-01-14 7.824163   7.127881   8.609668\n",
       "3266 2017-01-15 8.205942   7.452071   8.904387\n",
       "3267 2017-01-16 8.530942   7.742400   9.300974\n",
       "3268 2017-01-17 8.318327   7.606534   9.071184\n",
       "3269 2017-01-18 8.150948   7.440224   8.902922\n",
       "3270 2017-01-19 8.162839   7.385953   8.890669\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R\n",
    "forecast <- predict(m, future)\n",
    "tail(forecast[c('ds', 'yhat', 'yhat_lower', 'yhat_upper')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use the generic `plot` function to plot the forecast, by passing in the model and the forecast dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HJhyoAnz+/Hnr1q1Ue9euXaX6HvzXX3/Z2NhMnjx5+PDhKSkp8gmwLO7cubN1\n61aqKzUiImLcuHH6+vozZsz49esX26EVQiKRbN68eezYsQsWLCh5DT2SJP39/T12uVp3a3X60F76\nvGGjxjt37qTaXbt2pc+/fv1aAQX6VNeiRYscHBwsLCz+/vtvR0fHjIyMmJiYMtfou/0u+s2bN4Uu\nY1EVS5YsodvUXr4qZPXq1VZWVgAwbdq0yZMnsx1OZYBDKqgCJCUlMQ8TExNLeMfY2Nhz585R7WfP\nng0fPtzX11cZJuR7eXnRcxXXrl37+PFjf39/APD29m7QoMGKFStYja4QHh4edM6XkZFBr4Mo3sqV\nK/ft21fwfD+rP/T09Ki2TE0IqponKpSGhoaTkxPV9vHxoZbVWFhYHDx4kJqBW3J3Aq6t/t9sqv3i\nxYt69epVbKgKIJNpFTo9VpmZmJgcP36c7SgqFezhQBWgTZs2pqamVLtPnz4lr5cg06X8+vVrLy+v\nCg6uTC5fvky3Q0JCmJt2RkZGFnoXdmtnMbeYL+H/IUmShWYbAHBs3w66jIS5uXmfPn2odsOGDVXu\nY4Mt9CLewMDAY8eOlfbuvudP0+2DBw9WWFgKxOFwmKk5PVUWVVmYcKByef/+vbe3948fP44ePerq\n6rp169YjR44IBIIS3r1GjRpz585lnpF35f8SqlGjBt0WCATMAiFUL6uy6dy5M90ePXo0ALx588bN\nzc3X17eoLv1Cim2Y9Ibek6DzCACws7OjfhdaWlrNmjWjbv/y5cvChQvlEH4FePfu3ejRo/X19WfO\nnClie78kmf/zMgzDPbkXQreV5EVRBvPnz799+/apU6c+f/6sip00qGJxV69ezXYMuRSwpxqfzydJ\nMicnR95PJFccDic2NlYoFLJenenMmTN//vmnj4/P/v37LS0tBw8e3L59+xLORRcIBFlZWSRJmpmZ\nRUdH09M+du3aJRQK5Rl1ibRt2/b9+/eRkZF9+/ZdtmxZZmYmn8/v0KHDwoULR4wYQV/G5/PpP6e4\ntGwDbYXWqGBq27athoYGn883MzNbsWLF69ev+/fvHxwcfOnSpfT09H79+hV6r5YtW166dAkAOnbr\nNcZu5ps0teyGnaBuC3juAwCPHz8eNWrUz58/6SWyABAZGTlnzhwFV+P4LR6PN3fu3ICAAAB49+4d\nn68+oF8fFuP5/v3748ePv337Rh1u27aNmcIWRUNDQywWU31IIq7mozu3qPP//lVMh5oAACAASURB\nVPuvvr6+3IKtYMwXBQDUrFnT2NhYtZaocLlcNTU1VR89JAiCIAh5d0mW6u0a53ComCdPnlB1CU1N\nTXfu3Fm3bl0Wg/H29qbbR44c6datW9keZ/qyjd2sbKqT6aampqUd6paTOnXqnD17ViQSCQSCSZMm\n+fn5UeeXL1/ObmBFIQjCwcHBwcGBOqTncwDAnj17ilo6ZG1tHRcXd+9DjJZO9c3L/5eaqgFcPhC5\nO3fcvn37w4cPMnltixYtlG3l86tXry5cuHDt2jX6TNw3NnddycjIaNu2LX14+/bt365xSE1N3bx5\nc3R0dJcuXWbPnv36h6h52/bjZ8zVqqYzz24sVv1ClUOVSzjCwsJWrFiRlpbWqVMnR0dH1jsJSuvf\nf/+lGsHBwTt37ty0aROLwTD/98r5ldfQyPiF/8Vfv37Z2NhoaGiUO7SKIRAI4uPj6WwDAAICAiZO\nnMhiSCXE3DNapnsjNDaNufW8pqZm7br1MjIyAny9oec44KkBJ2+kVVtbu06dOnp6evREYGX7qhoR\nEWFubi5zsqc5myUTZFZpxcbGNm/evPi7rFy5klrEcfXqVTU1tWSJ2tZVi6mb+nZsiRUgUOVQ5eZw\nLFq06PLly0FBQS4uLufPn2c7nFJjbi+ZnJzMYiQAwKw5LTMVo1Q+f3w/yrTT+vXrHRwcRo4cWdQW\nmqyQ6XFhfpAzKdtuq9OnT6c/pehuj+KNGD8FOARw8xKOhQsXGhoa8ng85rIj5uxUZRASEiJzZs6c\nOX4XPGfMmPH27VtWQqpTpw7z0NDQ8Ld3YS4Zffjw4e3A6/Th6dOnC7sHQqqnaiUcJEnStYdBNcsm\n9u3bl26PGTOGxUgAwNTUNDw8PCgoKDo6ujyFcfZtXU+3Hz16JLORhIKlpKScP38+MDCQyns0NDTc\n3Nyom8aPHz9w4MBi7qv4tEMsFru6uo4bN+4vx2VpaXnPXq1atZMnT4aHh8fFxfXq1auYR3ge8wsA\nYqIiY79GA4fgqKlrCDXPBT369OnT4sW5X7KZaZaRkZF8fpQyatCggcyZPXv23A8O9Pb2NjU1ZaWI\nhaGhIT2k5ezs3KRJk9/ehbnxSvv27Xm8vL5nZRvAQqjMqtaQCofDGT58OD3zoGfPnuzGUwazZ8/u\n0qXLs2fPevfuTdeCZFG1atXKXwlRkn87K11d3XI+YJklJibSKzJGjx69e/duALC1tR05cmR2drYy\nFAiRsXfv3o0bN1JtTY54y5Z81UKrVatWwsfZv9X5wetP0N6EJHgSAN2a+l9EQBXUlkgkzGJfZmZm\nFRJ5RenXr9+cOXP27NlDHRo3axH+4R19a1RUVEk+7yvc5MmTS1Uqas2aNWpqaj9//jQxMZk1a5ZB\ni853g3I371iwYIF8Yizc27dvDx48yOVy7e3tTUxMFPnUqNKrWgkHAOzYsUNfXz86Otra2rr4b6tK\nq2/fvl26dClz+UIlZDNhauiTh1R78ODBLE7IZ3aAnT17dt26dVT9KzU1NTU1NbaiKsaTJ0/otoeH\nh0zCURKZooyzRw7euxUAI9eCXn0guFIyX/4nU/irYI9CBZKZX1JCa9asWbJkyfnz5+NE0Mi46Wzb\nP+ib5BptBdLT03N1ddXR0RGJRNnZ2c1atz1/68nNaz4NGzdRZJdSYmIiXVDn6NGjnz9/VpJJ3Khy\nqHIJR82aNTds2MB2FCifXuYD9nhejnn1sF27dkUt4FQMmSVeyjZBsqC2bdtevXqVao8fP/631xcc\n9NnhvNL33CkAAIILauoAAJx8bwscDmfDhg3Lli2jDm/evDlr1ixmn3/5JSYmenl5qampNes9CKAs\nIwjVq1e3s7N7FJngscu1aYvW3799TU1JBoClS5e6uLjI5EzKL+lnwp/9cqvnvbk7mbnmSK5CQ0OZ\nh2/evOnevbtinhpVBVUu4YiKinJ1dU1PT580aVKnTp3YDgflyszIePTo0b179378+MHi3JRBgwZZ\nW1tTRTZXr15d/BhKaGhoYGCggYHBn3/+qagAZc2bN+/Xr18fP35Ur66/atWq0t49NDYtN9sAAILg\n8PgkgLTA0i1m13pISMirV686dOhQjqjzSUtLo4exOvXwdt7t0cmwjJujXvI87snYEQYAjh07NmDA\nANXqy/zx44fjjLzc8ejRo2vWrFHMcJ6xsTHzUNnm6yBVV7USDrFYPGvWrODgYAA4derUCb+QgZ1b\n/PZeSN6yMkX/m5o7ae7mzZtt2rRha3oKn88/fPhwZGSkjo4OvZlIoZ49e0Z/jD18+HDqEmeFBCiL\nz+dTNTZCY9N0dQvpGyh0kILZz9G3/6AQfz8AAE5uwkGSJEmS9Jrn5ORkepoIpeRTQ0riwYMHdPvp\n/TsRn953Mizjt+pPbwuZBq5ym5S6uLhEhuXb2l5hw3kNGjTYu3cvtS37xIkTqfof375909TU1NHR\nUUwMqBJTooRDASl8ZGQklW1Q3r96YWPauZjrlROPx1Oq8iFv3759+vRpp06dSpUlcDgcgUBAzURJ\nTnzPvCk8PLzku7HIQ+vWrX97DbWXG+XUqVNzVm+jfilsTSwVCCQfkyUA0KFeNZnzzJAEAtmygw7L\n13G53JvXfPX0aydC7t+VmoZAjeBQd9y7d+/Tp0/p6ydNmsSsalV+9evXZx7WNqj72//DhIQEBweH\nixcvDhs2zNXVtU6dOlwulyTJjt16+vvI7iPzxx9/sPJL+f79+759+0Qi0eTJk0v40uByuRoaGj9/\n/pQ5r8hp1JMnT46IiNiyZcvNmzePHj3q7e198eJFANi6deucOXNK8ghqampKOL26VLhcLkEQqv5T\nEATB4XAqdvSznJQolPT0dHk/hUzBvjr1GyrgSSucUCgUiURKMmnU19fXzs6Oah8+fPiPP/4o/nqa\nurq6SCSiyu7W0M/3e2nTpo1y/l4kEsm3b99q1KghFAplKlXTVZDT07lshAYikajQAEQiEfMMfRmt\nVp26zrsOZWRk/OUblpiQe+uDF28g6VudAb21tbVl9v49duyYsbFxCT97SqJ58+b0MpPpDouq6er9\n9re/cuVK6lPw0qVLGhoau3btUldXl0gkln/YpCQnvXh836CuYR3DBjX4pI2NjY6OjoL/nEJj01rp\na0yZMoWqEeLm5vby5UuZ4hyF4vF4mZmZVlZWzM0Cx4wZo8j47969S089Zi60Wbhw4ejRo0uyTZKm\npqZyvn5Ljs/nC4VCVf8puFwuj8eT90Y8Jd85C6paHQ6hUHjp0iVqWuKGDRuata7IL2pV05kzZwpt\nl8qv5KSe/Szr1KnTpEmTc+fONWrUqGKCq1CJiYljxozp2LFjw4YNr1+/PnHiRHpTlW2HlK40Uxkq\ngkgZGeyS+6lLHP/XuHHj6Ohoais4pjJMFinemjVrIiMjo6OjbaflbsgukUg+ffqUkpJS6PX0HiUA\nwOwP4HA4oyZNX+92aO7S1SMnTHVwcChJ0S15iIiIYFYku3fvXvHXh4aGBgcHU58No0eP3rDHo0O3\nniYt24wYN2XdunXyjTW/6Ojoom4qmK0iVCpVK+EAAEtLy7Nnz8bHx8+YMYPtWCoDZkXzMlc33+uy\n/t7NgNjY2LCwsHfv3v3+Dmw4ePAgPR43YcIEdXX1AwcOJCcnx8fHt+uijDP5Q2PTSpV2SJl9ZgQX\nuGoAcPz48aZNm758+VLee+RqamrSJe3vvP9qa2vbs2fPJk2aXLhwgXkZSZIXL15kbr5a5h185MrA\nwIB5WPzsy6VLl1paWo4aNWr48OFU9bauvc1cDp7c43n5ryWrFFyWpk+fvE3vmCXjRo4cWfysJqbA\nwEB3d/eIiIgKDg6pOCUaUlEwZatFraIWLFhw+fJlul22B7l5La8D+dWrVxUQVsmQJOnv7x8WFmZq\natqqVaviL2bW8aTJbIypDEr7hy2VSn8lJ/lFin6lpeV7Q+AQ8N92OXXq1HFxcaF3R6NLr8qJ77lT\nt27dotqzZs0aOXIkfdPRo0cdHR2pdvv27adMmcKs0ak8tLW1PTw8qNHGFStWdOzYsagrk5OT3d3d\nqXZgYKCvr6+NjU1iQnzQ1UsCoabFkGFlWydcZvXq1bt7966np2e1atUmT55MkqSfn5+urm7JV/o4\nOTm5urpS7aCgoPIXBkSVRtVNOFCFaN269devX798+dKwYcMyVK2gPh37/zHC3+cidUaRE7U2bdpE\nvzNeunSp+MqzY8aM2bdvH9WmP/NUS2pq6rmj7kkJCXGxX4NvXB0yauyAoSMdJo0CAPjfJT4pBeZc\nZIIAAHrFr4GBwdevX1+/fl2/fn15bF4qEom+fPmSpVGTA5wn928zb2IumQkMDKTP16xZk1l65MW3\n1AqPqmxSf6Wsc/83Ojr6wIED9LhbUWQmgBMEERMTM9q8K3V48eSR6XaTRo0aVZLd7SuKiYnJypUr\n6UPqP9nT03PevHkA8M8//yxZsqSYu9OvKQDYe/T0zH+MylDMDVVKmHCg8lJXVy9nCeRGTfLufuTI\nERcXl3IHVSLMd8bz588Xn3C0bt366dOnISEhRkZGxe9OomyorK5dHS17e/uAgAD6/JXzp58/vAcA\nwOEAcLLFUmCuviS4APDq1Su6NLi6urqcSte8ePGif//+VLv/Hzahj/MWyo6fMZf5kVyvXj26Xb16\nGct1yIlUKr1x48b3798v+F57EBwIABcvXtTW1ra0tCz0emrFso6Ozty5c3ft2gUAAwYMiI2Nbd++\nPX1NZPhHJycnJyensLAwFhemJiUlUdkGAGzbts3CwqKE68i0KnQFNVJ1VTThwPEUtoSHh2dkZMis\nO836b4kHRSKRcLmKWOthYWFBf2MuyTfIBg0aTJgwofhrylacWwF+/PjBzDYoGelpALmjJ8DLPwWH\nQ4CiKkDs2LGDbt8OuMa8qWsfMzphAoBFixbFxcX5+vr2NLNcvny5AmIrOUdHx2PHjsmcDA4OLjTh\nyM7OvuR5zPNHdL9+/VatWmVra/vr16/27dvXrVu30Ae/c+fOkCFDKj7okvnx4wfzkDlptyBvb+/h\nw4cDgLm5+TDbSfKNDKmUKjdpVAZmHoq0fPny7t27m5ubT5kyhTn1wWygNd2eOnWqYrINYEw6MTc3\nnz17Nn0+KirK3t5+3Lhx27dvL+3y4/AP7169eqUki5aZojMLSR1MWrUByO3MoHelz8UhrKys6D3u\n5Yr5x5ApymDedMZjP/NQT0/Pw8Mj4GXE2p0HZQp4sCs7O7tgtgEALVoUXlpw1apVbhtWubu7jx8/\n/sqVK82aNevSpUsx6zCZG/YqnrGxMb3HCuSfTFrQgAEDYmJiXr58eebMGS1t7OFAeapoDwdSvJiY\nmAMHDlDtq1ev+vv7axq1BYCf8XF1DRue8AuJen7H0NBQkVWou3XrFhcXl5ycHJ3F19PL65ZYsmQJ\nVdfL39/f0NCQnrSYk5Nz8uTJDx8+9O3bd9CgQTKPRpLkFqeFVOGp4cOH79+/X2FbeJQkb+apqa12\n3bv6f7MBoGW7jtWq67Zo0370FPuwd6/fvHu7L1P2+sUbt/9j3VUxJeZsbW2Z2+YxSaWylcqUk0xX\nELVp7dy5c4ua00pPFAWAa9euUb0XDRo0GDx4ML05zuTZfx/dux0A7O3t2V2Mw+PxDhw4cPz48YyM\njPHjx/82+4mOjvb29k5JSWnYrnunHn2KvxhVHZhwoLIjSfLWrVtxcXEWFha/3eKVOWECAHJyclJT\nktc5zntyLwQANu49wspCZYIg9PT0ovN/YDOriL58+ZJOONatW7d3714AcHd3LzgfMOLTB7rMpbe3\nt729vQLqpebk5Bw4cMD76o0mzVtOm++oVmBlclamyM/rbEpyotlA696WVgEvI0iplMPIhNp37dG8\nU4997k9k7li3QSOFFbS1trae7ei012V9wZv6W9vInFHOXkkOh7Nv375Zs2YBQE8zy+Uubl0b5X0q\nFxxos7Kyolf90IVnOBzO3r17bSdP+x4T3ap9p+HjJttOm92iproylLzU09NzcHAoyZXPnj3r3bv3\nf0d7h4+bfHCHgjafQ0oOEw5UdsuWLaO/qD19+rT4rcCZHc4GBgb9+/eft2QVlW0AwPlj7tNHsTZE\nLWPIkCFXrlyh2sxvllS2QfHy8pJJOGS+i1NFVOVt+fLlHh4eAPDi0b3Qxw/2nL7Eyd+tsnHpgjuB\n1wHg+L6dR3yC6jc04hTod5EWNgB05eLZce3myS1wWTYTpv5KST55YFcPU4spc//REAjfvXxu0rJ1\ng8ZNACDs/ZsHl1+0bt2a2ZmvbNNlRo4cOXjw4PufvslUzi3UqJkLfqaKHt8NHjlyJHM4z8XF5f6t\nAACIiIj05bRZ3lmzs91YOQYtB56ensxD71NH927bpPgC2yKRyN3dPTw8vH///ixOf0FMVWUOh0Qi\n2b59+8iRI5ctW5aamrt8Lj7u+/H9Ozdu3ChTvBmVRE5ODrNb2MtLdg8LGczZAGPGjBEKham/8upI\nPr1/Jzk5ucKDLImC35i3bNkyefJkKysrV1fXwYMH0+eZb1vXrl2jZtLRdzc2aWE6IPfiQYMGde6s\niG16qGyD8und6y8RYcxbM9LSqGyD8jAk6EfstwOuG3dvXvMl/BN9XlLYhJMbly8q8jfC4XDs5v4T\n8DJinZu7cbMW9Ro0tLQeTmUbD2/fnDXa2snJiRqoKvTuzDWxa29+WXvzi384C39OAoGgqGxD5s+s\nkbHJxr1H4uPj9+3bJxQK6fMfP/63bZu6EOq3cl5Uok6FinXy5El9fX19ff3t27eX4e4FVw8pbFYW\n07Jly9auXXvy5MkpU6b4+fkpPgBUUFXp4Th48KCzc+5+nklJSZMWrklO/Dm2fw/qjKur6507d+g9\nslFJyHxl0dL6zXfNxYsX37hxAwAGDx48f/58ALC0Hn7h+CH6gqZNmz558qRhw4ZyCLZ0atWqtXVr\nIZ3A06ZNo3s+AMDBwYFZB5NDEE5b3IbZTjLSVe/Ro4di3mS7d+/O3G1VZo6ehjDfNgfV9WqMG5jb\nQ3Dx5JHzt55U16sBAFJpYRkHwVWSmmY3Luf9J7u4uKQ4OVkN/7N+IyO9mrVa2I0tWN82NC69uoZa\nqyyxYsOUlZ2draamxuFwSjgGFBqbppUKwhp1AACMOkH3sQAABCGVShU2GQgA4uPj//77b6rt7Oxs\nYWFR2spdc+bMCQkJoSu7L3Z2ZWWzyRMnTtDtgICAgpOukOJVlR6Ohw8f0m2qb//ZgzvMCzZv3qzo\nmFQch8OhK05aWlqOHfubjt+2bdvGx8fHxMQcPXqU2t+8Wau2R3yCmNcsW7bs2rVrUqlUTjGXE7NA\nAgAEBAQwB1kAgEMQbTt36927t8K+0rm6utKlKcbbz6tZK19FbYLgrt15kGoPGTXWsJEx89Y3L54C\nwJfkzLWB4Xln/xsY6tSz72/n5SjGr6Qkuk3trnLN+5z79i1bnBaOnzbz+/fvfn5+X7/kVdGWkpAt\nkUrY+yMipdJ/1y6rV69erVq1/j18qpgrk5KSgoKCoqKi6DN9+w8CAFDXAmE1ABgxcfqruIyi7i4P\ncXFxzMOvX7+W9hGqV69+4cIFz4B7Hj5Bl++96v/Hb0qfyQlz+rmxsXExVyKFqSo9HO3atfP19aXa\nA4aOBADdGmwuM6scbG1tG3QyrauW1aBBgxJ+CZP5Plq/oREAQMc/IPUnfLp348aNGzdujBkzhqqD\npEglmRCgra3t5uZGV0ACgJcvX3YePEbOoeW5f/9+eHh4r1696L05mjZt+uLFi5C3UVwer9AliD3N\nLANeRojFYh6Pl5KUb+iwXoNGAPAzI/v1d8ZXcEkOtUp2xMRpcvs5CkFKpV8iwjQ1tfUNZHdVNW7e\n8vmjwjc/u3XNt8213Nf18s07+g0aCgBSKeRIyEInpijG/eDAK+dz9/PbsNihj4VVwcm8ABAZ/tFy\nRO6H4q5du5r3HQIAIf5+AAAEAVw+AEydv0gxMdNMTEz69u1L90+UeXVMzVq/3x1XrqhiqdevX58w\nYcL06dMLXpCUlHThwgUejzdy5EhtbW2FB1gVVZUejjlz5vz1119WVlZTpkyZuXA5ALTv2rNTD3oq\nNeBebmWjqaXdqFGj8nT5LlyzGfSNQC9vV88zZ84wd+dSKra2tsy+HOZOV/K2Y8eOoUOHLliwoGvX\nrk+e5C0qSUpK8rt49qzHgZioyKLuS41/6ejqOW3J7ZSau3QNVeBVIoUcZm+AJHcYRZHdTFlZWSsd\n7KePGDh2QM8V86bHfo1i3mo+eGhJHiTA15tqSIHMlpKpaelszc36GZ+vTFZ6Wt78koiICE9PT2rD\noMueeX3+R0+foxq5pTk5BPDUAECi8LSJz+fv379/yZIloyZOO336ND1UmpGR8fr1a3oCnPIzMTE5\nceJEfHz8v//+W3DcLSMjY+rUqUuXLnV0dLSzs8vOzmYlyKqmkvdwiESiq1evcrncQYMGrV69WktL\nSyqV3g//AQAcDmfz/uOf3r2RJnzp0aMHW9tYI6sRox9ofkyNeh/6MG93e3rjULYU0+Hh7Oxcs2bN\njx8/9uvXb9KkSdSfEwB8SBA1qyko9C4VYv36vFWjnp6e1KRUqVRqb29PbXV2yn33mcAHxS+RMLOy\nNrOyZp6RkmQOYw4HQZIkAKnYjzo/P7/7wbklX+8HB94PDuxlPsBpixvVMWDSss2OY+eDr1/R0dUV\niTI+vH6ZW5Fdxn8TBaRSSM/OPHPk+JmZp+fPn79ixQpF/Ry5uvY2o9s9zSypiTIAcPfuXaoEJwD8\nb9VG5swGulKccdMWAAAcgtqtt9D5vPJWs2ZNIyOjTZs2nT9+qHfv3vv27fv58ydd+Ovy5cs9evQo\n/hGUc+ky06NHj+7cyR1VDw4OfvXqlZzK9iOmypxwZGVlTZo0iXovNjc3Z84hojVt0apdHWXc3rqS\nKX7AglBTb9m+s7bFQGpJxZYtW8q8070CaGtr01tb0Z8Z2RJy7pUw3/Gt1Hny6jU0NzcPCgqiY6Aa\nX758oTdWBYDnD+9bWg8v1cPmG3ogSWlOJqhpAI+vyDkQmZmydcfuBt24ec2HGv0EgFbtO7Vqn/t5\nkJKcNLJvIZuvjhg3OSEjxzk4SiyVSkgONTC0c+fO8ePHN27cWJ7hy6pdt96xK7du+vlUq16d/hEA\nYOeBvCVFd4NuzF604pJn7lpxq+G5m+StWTgHgBpSUQMASaHzeeVv5syZVOPOnTuHDx9mzjLZs2fP\nbxMO5SdTu0yRe+NVZZU54Xj69Cn9XhwUFBQaGmpmZsZmQHKgbKUISiI9Pf3GjRvpPO02nbsBcB7F\npKblSLOlnL+cd7ltTatWrVo1BW74VPCrWE5OTsENRCQSyavv6RyCKOp/+9nj+ySp/fzJw+7d5fVe\nPHv2bCrh6Nu3L125QeZ9MyM9baWDPSmVDrIZ07Nf/5I8bL7v0JIckOSAVAzA//TxPfSsV+TdKpSV\nlVVuS0MLJGLIyQSA9NRUAEiM/yEWi2vVydthRKe67v6zV7xOehBc7siJUy07NHv79q1E11Crmk5Y\nQnpUchYJAAQ3t147ACvDc3UNG463nytzUkOQ1wHGITj1Gxpdvvcq7P2beg0b5euX0m8E1etQ8adl\nSfQELL9LZ2VlMUccFFNgpgJJpVKxWCzzHaZ169YODg7UJj7Lli2ja68huarMczhkFmritCA5CY1N\nK0kPKnVNampqo0aN7O3tF0wdu85xHgDsfvjtQ7zoTlTKtrvR9evXV2S2ISMnJ2fu3Ll169bV19d/\ndOcWAGRmZr58+XL9+vUGBgb92xtfOHG40J/Uz+uM07wZAODkuu/ihfNyCs/MzCw6Ovrp06dnz56t\nVasWdVJbW3vfvn0AADz1VpOW7XRece+m//3gwJUO9jFRXwo+iOu155Z2Cyy7tHbbsIqUSkFmroYk\nB75/grhwAEhJSlJYx3j16tV9Hrzp3KM39JoI7XJrmXTta+a+ffNoi27jBvbaunIRc3sa4+YtHde5\n/LN6UyNjk7BfJL9+Cx1dPepnEUsht1OA4AKAhYWFzE6BLLKdOotuj55sDwBCLa22nbsxsw2bCXbQ\nfgg0N6MOF/iFv/2h0FUqlBkL8jagHzdu3JQpU+jDooq1K6ezZ8/Wrl27Xr16ixYtktnhyMnJ6cuX\nL9HR0fSeSkjeKnPC0bZtW3py8pw5c5o1a/bhw4e1a9deOH4oo+hNkpBc3bx5k24HX7/y/dtXiRQy\nxZLMHGk2K+PVAKRUGh/3XZyTc+HChTNncueRLJtj9+XLF0NDQwsLC3ov071b1sV9iyn4CCH+fsDh\nAgD0mhjw/IP8QtXQ0GjQoIHMmtuRI0d6XAoAndpvhPn2CQt7/6bgI1y96gctTGGY0yXPY4FXLwOA\nFBj/7RIxvPaHD3cAoIGxiTx+hKIIhMJJcxYAV40aSgCAj69feR7eR7WveZ979ezxbx9EAmTOfwlU\n515myzbvOHbsmOJrXBalrmHDmJiYO3fu+D5807Zz3kju2SMHLNsaWbY18jp5ZN7SNe2791bXyk27\n03OkWWws8B1jN3PP6csHDx58+/atiYlJnz59nj17duDAgfv37w8dWqI5vMogMzPzr7/+otoeHh4F\nd0sWCoWsTxerUpTlpSgnGzdu/PvvvwmC0NfXj46O7tgxd+j32YO7zrsPsxtbZcXcTLzgTQJBvmmV\nO9evyOjhICG5OVJSKiUVP0KUGP9j47L/PX94FwAG2+Rb4Lpu686C1/+MjwPILRAXGpsmEEiO79v5\n+OF9qNMMAIDH52uwsO3Frk2rgeBC/rVCzVrl1WsipdJDO108D+8D85mgJgCSBIBNyxYEX/ftNp0x\npzIrXb+GXsNuvZ4AaOrI1ouU32+H+pvR1qkOBEH/FDJLSUUZRX5JuB3gd+uab9y3GKFxh5wmuXuv\n1DcyNu9WV9kmA/H5/GbNmjG7jiLDPx5w3Ui1t6xw7NLbVN+g3vvIFGqsnHXG3gAAIABJREFUSywl\nWcrDwaRVm3Z18sYHDQ0Nyzyznq2RX5lSuTIlRkpFFQevlVBl7uGg1K5dm6pfxPxu/fD2zcT8S9dQ\nhfhtJ3y/fv2GDRtGHz66c+tXSgoAZEvYeWM9d8ydyjYAIDryM33efNDQgvuUdujas0nzVtQQEvWT\nxn2LObrnXzBsCwPmAwCXr2E6yBoU7vPHD8AhqEEEDYGwp5nlpn1HDerlfjyQUukO5xW5vQUEATw+\n/aF+/yfH415ejfMxml92u7qYDRgMbExXNGzU2MikBfVT2E6d1atf/55mltRNHbv3at+lOwCIxeKr\nXmf2b9vw7EHub+1u0I01/5sTfOPq+9ehzx49oHvN38Zn+LxXgS0L4r/HMg8T4r6TAMxejU/vCump\nQiVhYGDA3FHBwsKCxWAQVPoeDqa6desyD696nalr2MB0oMpv6lNMj4JinrqomwoNicfjubu7D50y\nd9qI/6Y0cjgAIJaSrBTSTkvNm1H46tnjkJAQHx8fsUB3wNCRUZ/DfM6epG4aNGiQYYv2A4f/yVdX\nL+TuBAFq6gBA8AXV9FgoKJekawxtBlIf1c1ataWri1JOHdrje+6/epccAnhqPDWN3LrfuvV+cfPm\nNtXR19Orqc9NSQYAxXTki0QiPz+/r6niXv36734Sr1nXeGTrFpNdFgu1tABgpeveB8GB4pycHmYW\n6hoCADiwbYPXSQ8AOHf0oPOuQ936mtP7/wEAs4/n009RDQH71Vy+f/vqdfxwVlam9Z/jmrYoZDZJ\ni7Yd6HbnHn2Mm7WU3IkhIW/F7Mf3bwFY/qT8/v27SCQyMjJyc3Nbu3YtAJw8eZL6LFfyr/7u7u6e\nnp4pKSkjR46sU4flWmSoCiUcFhYWc+fOpUtYHtntCgAvHt0/ul/RRS0rilItdi9VMA2Nm+Qd/Lea\nIOzjh9fP09rVMavQuH5j4LBRfl658zYmzJyfXd1w4MQ51KFx85avXr169OhR06ZNs6sX3pls1MSk\na2+zR9+zqJkHYuAovix7aGxaz6Fj76VqAYcLPP70v/NqU3q9S+jfWPfti2e5x7r1gKvGVRfwCam4\ndhOICwOCRxJ5bwJ3g25YjxjF5QAA+Hz8aVJTQ66fJVlZWRMnTgwODgaAbn36RZkvEkvIahq8u3Hi\n/loAADwer7fFQOZdqGyDcsht663rvnz1/8bgeXwQ6tC3kiSwtKQ0jzgnZ4JVbmm4K+dPn/a/D3Wa\nyFyjpV3t1PW7Vy6c5vHURk+ezldX//juDWjUpy+oaaCgtUJF2bRp07Zt2wCgT58+t2/fpk6OHz8+\nKipKZoS0GGzlJQKBwM7OrjyPoFRvs6qu8g+p0DgcjouLS8i7r8zlale9zijtzh0q5N6tgA1L/j7g\nukGmeDYUvYbl9PU7fSytuvQyJbj/feARXK8Tip5Y07pDZ49LAd369gOAE/t3bl+3nDmV3cDAYOjQ\noUVlGwk/vt8PDpyzaOXw8XY8dQEAkCSp+NKQANC2S08tXX0Ol6e/+IKOUUsqkldxGRff/vz6K0uo\n+d8bvbUjz6gDh6dOqGvC+G3A4wOXlztJkyQB4PHtoOVzp8XHxgBAVHLWo3efi3rGCvHw4UMq2wCA\nh7dvZmXlpGdmP42IP3nnTXZWVqF36W5qTrc/f3jn73PxyvnT1AJgYddhagP+Yl4skZIK/rSQeTrv\n/8psUN48fwKFqVWnrt3cfybOml9Dv9a9m/4x0fkKrbbu2KXC4yy5hIQEKtsAADrboMTGxhZ2D4SK\nVIUSDl9f37Fjx7ptXK1OT0tubQl69RW5E2Ol9Pr5k5XzZwRdvXT2yMFtqxY/DAk6tNMlxN+PLPaj\n17hZC6dt+zr8tZVDLyLgsPOL0BBqPgzJnd/je+7U6yI+FWRcOX/a1rLHopmTpgw1D//4XvJf8KzM\nRJGSICUIEiCL5IpySAD4kS5eFhAhJUkJCUP+HEutiRBqV9esXlMsJTnqAgAOGDQFdc3cAp1URXOp\n9GFI0IVj7tTDnjy4x9s7t154aGwaKZW+evWKWQOqnGQWrmfnZGdkZWdJJF+jo/ZsWVvoXabOc+zc\ns6/MySbNW4a8j7FzWKKurcs8z9Z0S9qLR/eZh4ZGxnT+nSnK2LF+hWVbo60rF/1KztudLj4uVuaF\nIAUWtlqliUSiQs/37dtXGTZ2LoPIyEhbW1t9ff1JkyYlJCSwHU7VUlU+a+/du2dnZ+ft7X3umPvr\n50/69h8EbQdBi35jlriwHZrKY76r3rsVsHzutNPue9b+M4feS7YoiSLx0edxXN5/VbYIwmbCVPnF\nWZT0tHwj/cxZHUW5cfnCv2uX0Yevnj+lkysJG59yUpLMkZAAkC2WUl0sElIqlpISiXTfto0Lp417\n+eThwGGjatSuk0Pmrn0AAIPJG7Xb5XYY8AgOAFXTHBLjv+c+Loe4cCF3a/ic7OwVDjPMzc07derk\n7OxcIWF37Nhx8uTJVHv0lBk5YmnusliCmzfpJL/GJs037Tsa8DKCebJh46bM/wQai/u3UaoxVvoY\nN29p3Cxv3fKJA7t8zp4AgGve5w5uz9uqumsvM5nVRiwODIXGpiXydGVq4QNAly5ddu/eTS/PLqYb\nKS4t51tq4Z1VbHF2dg4MDAQAPz+/rVu3Fn8xjqdUrCqUcNDtR7dvLdnwL6f/nAatOzds0ozFqCqH\nfBMyGG7culPoy1UkElELQKQkKSHJvPlxHG7qrxS5hVmkBkbG3frmfu6279qjfZfflwoNvnE13zHj\nEyJfWQuFiAz7eMPnIvVZmyORUp9PUpIjkZIJCQnvwz4Djw8A1y+dz8zMyhZTl5EAAFx+1n+f0Bpq\nvLwSYF9fw+dHAAAEIRQKqXP3gwMfBOcWVt++fXtF7Yu2detWz4D7Z4Me2f9vGcHlAsEFLg843B6m\nRU6TzMrK3LZ6CQBQxb4A4PXzJ7Ffo8I+vs/OPzzKSsJBkuThp3FSieTerQBDI+PWHXIHRBav38a8\n7EvYR7rNXDFXt0HDlh06M6+MjoyUY7glsHzTDufdh6lVQpTHjx8bGBgUdf3zmLyU/erHxEvvlGut\nUFpa3pvSt2/fWIykCqoqCUfLli2Zh2p8dZIkc6RkcnKyl5fX27dv2QqsEuhtYTVx1nwA6GFq0bf/\nYPq8xn+fVTSJRDxuqn2DBg0GtG9y/fIFCUlKSDJv+SVBXDp9VFFR5+FwCP3aue+eXXqZCgqEXVC+\nWlJ1moNBXo0sxc/h2L9tQ1RkxH/PDpLc+qGklAQguNBnCrTPXYolJaVU3wb1b7aUpIut6VcTdIL/\napplpsHXtwAAHIJ+4YjF+dYQicXiCgk+NDatZi0DvZr6AKCWO/2To6mjM/3vxfQ1Mv+j54+5U/N8\n6QlDF08dGWPZw9/XW+ZKVoZUsiTkqVc/tqxxWjl/xqEdW14/fzxh5nwAsB81KPCKN31ZK0ZWYWhk\nzHwEgsg3lz85JQlYxSGIbn36NWespunfv0RV8wFAwtKspmJ07dqVbg8aNIjFSKqgqrJKZfDgwXbz\n/nn/8oUanz9xlgP1NTQjM/vA9u3w8hoAbN26le7dRaXC4XAmz1kwec4CAEhMiM/OznwQHNSll+nU\neY70NelpqVcveL57+SLEP7dvYMV8+8Mhb0kS8no4CO6Te7cLPLzcPQwJojvwD/676dXTR8s27xRq\nFle/a+z0OXeDbuQeNOsNJr3pmxQ8pEKS5OO7wdBjLH3mS0p2fLo48HMSAACPD6SU6uHo3LPPi+Rk\nEOrRVzJ3pedzOc6TBq5+bp7bjZEtAgDgEOvXr3dwcACA7n0tOnTrRdUsGT9+PF1bvQJXH9CZp4Fh\nw4bGTQGAJOFlXPrpVz829TeiL/saWcRUVg5X5oSUjdEIqpMlwM+HPnNif24FuY1LF7Tr0r1mLQMA\n+HPydIIgXj191LRlmzFTZ6b+Srl40iMlKdFsoLWaRk2AvCpnWjq6UqmU9almY6bYR3z68DAkCAAc\nHR1/ez0AxKZmZ0mk7CYcBf8+HRwcDA0NQ0NDe/XqlbeJT34/f/708vLS0tKqbtKJuakvKqcqkXBQ\nHfvjZ8wVCoVSqTQzM5PqUs7IyqLXZPr5+Skm4fj06dO2bdvS0tJsbW2trctYJCohIUFXV/f31ymc\nXk399W6HpFIJQeS9+2eKMv6e/GfEJ9ma3yJR/j1COQQAxMbGKnK5fHLiz92b881PfBAS5H36yLjp\nf8lcmSnK8HDb9jUq0rBRY7u5/7v6+P2P79+MmjQd43zkOy9vszcJqdAVgBwOx8zK+lZq3qfR0Wdx\n1TS4adkSAACuGkilQHAH2YzRrV3/iTjfiAOzljwBHB6Pt2b7/hePHvh5ed6KSgfIW7EMAEJNzfW7\n3F88vNe2Ya3u3fN61z+8fvnzXWbPnj3LXyKaHgGhk7ajL+KexabJ5A2de/b1f/QK4sJk71/gI5mV\n2Q8SakyNL4CsQkqjfo/5SiUcXC5v9BT70VPsqfMbFjtQKewlz+Mmqy4z7+LpceDHZTd3d3d2d4PS\n1qnuvOuQKCNDIBQW8+fNrCa86fbXX1liI6Ek+PqLZm3atavTXFHBFocgiFGjRo0aNaqoC2JjY9u2\nbUu1u/Yx6/+HTbfe/YRayltrRIVUlSEVGdRbm5QjWw1a7s8rlfbs2fPChQvXr1+3s7MLDQ0t7SPE\nxsZaW1s3b968du3a71+X+u6Kwcw2xGLxtOEDCmYbltbD1WUGLwguALx//17+AeY6H/RglFnn2K+y\nyy4SE+KpBnNN75Hd/144cfhhSND5Y+5H9/zLV1ev39CIx1Nr160nwc/7rFXw97nQ2LS/Vzi36pDX\nS5wtlWaLpdlU7wXBVdMQDB07ZdZy57PqvZgJBNAzOQAAgCA4AMDl8jr16G03byFkZVBnHZzW0deo\nq2t062vOzDZm/r3or3HDxowZY2hoKFNGugzocH4kJg/dHxJ8/UpatuRXppg6f2inC7XhiLZOdc4E\nVwPTkaCR/wO4wConVr5bU1mO3qy90KAdAHTva8689cLxwwUr2GZnZeV1mAFQtXfzENygoKDTp0/L\nJ97SKWrAsdDZWmKp9FdaekjA9XWOcydY9QkJCSl4jRJi/lc/un3LedH8oT3bpKaU988bQdVMOCQk\nGZWSBQAkwaO7Ye3t7RXw1D9+5Kun/vTp09I+ws6dO+ka7Sf3/2YZiDK4esEzLjbfhmfWf45zXOey\n5t+9srUsCS4AcPSNQFHOHTlY6HmzgYX0PL17+ZxufwnP+3qtxlcnGR91itxp69nX5PS0VC3taq07\nMhIOCZlDkjn/fbsXAyeNo3ErIkVM8GQSDuacSpLxKVivQaP1rm4AYDNh2h+jJxT17GlpacwyXL6+\nvuX8ceh4MsSQoa67btG8uNhv2VJSIiUf3w0+7b6HunXZX1NJEr43MoeG/2fvquOjON73s7t3FwUS\nAklwD+4ULxKCOxSnSIHiFC0Udy3aFilQSqFYcdckuEsImgCBEHe93N3K/P7Yvb29ixLIQfv9PZ/7\nY3Z3dndmb3fmnVeet5bp5Nqd6OJVLC5ofXZ2yHYcG8dZa37fe+Hm4l+3r9yySz569eIZv3u3TZUJ\nefLw3rpFs5RXUFvoiiga5q6O1kRMVMTFk0dfPnmci3MFAq2Old+6P//881O2LG/g6+u7bNmy9Ptv\nXfG2fmP+e/ifMKlY4FlU2rKrwQAEgqETfmzkMLJVbQ/rZEWXLd8iatas+aFXUEYHhAa/1evSRMrn\nLxYRYSHKzWat20+cswSAWq15/84suBE0065bL2cX61GD8+ZrzYbNPCtVr9WgWUslBbUuTXv7qu/V\ni2eePjJJh6XLm7xEBcGMcIQnVpI4jh8/PmzYMADN23RQe5nynrM8EX/iJiHwC08NjE0DYOOYX2+5\nupaQlGAWSlAgnyMQ6ZgufxsURnGLpLUWm7mAyXQicpH1Wf4yRsc72KXGRm/as95UTxTvVGoz+alk\nLaFQacsLfmSDcgXRP4zlBJWNTcFCDreuXAp991ZZgTUYxEJEimHq6cCIxb3EzfwFnJISE/p+N8qv\ngDOiFSnpaQZAz549rdJ8M7wJePH9N5Jb5YhJM/oMHSmWc5hOQSBEYBgUKo12E3F23ZeWSC9DzJs3\nL8P9X/gw+2/B/6LAwRFBzxrHIoYp61Epf34r2edomvb19f35558NBkOXLl3q1q37oVfo06fP4cOH\nxXJw0Otfls2fumBF1qd8XqSlmlmybWxtvWqUadS8Vdn6Lf++GYD63wAAZwAAmjl79J+xM+YDVvo7\nuvYddPncKQAoXWf00G97du9mUUGbkjJv4siHd24od9b8quGgMRPF8u2rvjevBsDdtNQ+HRCf30aV\n1z4chBBR2oAYo2soijpS0nCRjoJTLO5ZI0EFT0SyjXQQeM44C4qgKQrZmSTs7OwGjf7hr03rkS4n\nX7bI0M3FJB+IsouDM6+xT9HqeL0htc1sBPQV2cnqNmlxHxDpOkwnU7Sc1x4gAAWrO/AGBwdv//Of\nULsSQAmDQCIjI3sP6ieF0qhswBkAUq9xMzHu+tKbhNMBcQlakxtTUqp2wFbv75t6jDzyXHnZZu06\nb/5riZiB0jqIjIz8ZenK6MhwZWjS1rXLZYFDhIUZJb1VhRcIxWiQ31Ukl5swYUKeNfmTIcPwq6Ze\n7UQ22//HR+J/UeAQBMgK51vByfk1eT49KFG1atUdO3ZkXy8TeHp69ujRQ5Y5zh458IUIHKHB79Rq\ntWuRohb7bcz1wxdOHAFw8/IlP30+1JHWdogNhq0j8rsC4PlPE2+ZE9SoW3/vhZu/3wyKoJycq2fg\nqXr3xhULaQNAsZKl1Wo1gFuXL80ePxztJkJBSRCfxkWkGJDHMCjlA7v8UHitAjDwZgwULC+wxgx5\nGV+OZyPC3509GtGum/SPvH7xFLD5e+smroLdLysWZeaoP2j0RK9O3V0ZXc2aNc1ChT8cockGRZsp\nAPb5nRgbO55Ng9oGjBqMqkiRIjRNi0n+VHYOHM0AcCtaPDIsRMqCCwBQ0bTYU2tqOCIiIurWrYuy\n9dFmHOxh4MjurRtTZKb/Tj/C/3wFTeriX7ap1GoACTouVsuyrELj5FBw79P4t9fWxpbwBEBTlPgv\nlqtYzZrSBoDJkyefP3/eYme9xl9/6HUEgCNQ2zm4ONlvu/20SlnX7M+xFgRBCAkJKViwoAXd7ZQp\nU0aOlOSqrl27Dpw4W5uaUqxk6c/QxP8i/hd9OARioh8IiNW+jNVmXf9LQ4MGDUzlZp4BT/33bd90\n5kw2VOJ5ByIIy2dOGtypRf+2TTatWmxxtF33XnJZ9M8XoU3Vmpak945A4EHRXfsOdsxnDduWjMJu\n7r6JjqmE4QlCg9/NGjfMq0aZAW2bblu/UpuammHkxelD+5b/NBnA4b//BDLyVcz7ie5FHNumi1HH\n7jUGlVsqj1oQbrI8YbN+N3gWRPA9KzlhEELWzPsRACh6/44tp0+fzuLUoiVKBQUFDRkyZOzYse/e\nvct5F2SH3Of+jy5evvr9sQCLCmpbB5YnYFRgNABAM+EhwaF61eMK3wBgNLaDx07df+nW32evXnwc\nVLJsBfmPUDOSeGRNp1FfX18AoGmxtQQkJTlZ2Rlo7JwKuqjU6md+DxZMHnP22KFUnd7sj6IogeB6\nkkO0lgegZiijnsmqpiGDwaCUNuzspfjwTr0GZFg/PjYmQ76+kCSDaCPjCFGpNbZ22dPbWA0JCQl9\n+/atW7dumTJljh83iwnq0aOHr6/vuHHj9u7dO37ROmeXQv8vbXxC/I8KHPJSjyefx7PsY9CrV6/O\nnTsDaNjcs6lnmzH9umxbv3LQoEEZ+jpZAf4P7l48KTEaHdq1Pey9adaJjY58G/hy0twlE2Yt3Lj3\nuJl/BsVIS1JCBrWqU9jVDcDwyT+xhjxXD8gIfvNq3eLZhECrM/ACWT3vR5FmIDI8dN/2TTNGDXp4\n50aNupI/Zt1GJrIN7zPHQ4PfqjUaNOqHApaUi9YhuJyyYHm77r0BgFFBbaM8ZHF7TiBs1kJQ1BsE\nmTLIRIaHQpzkaBrAmzdZpXDzf3B39OjR586dO3DgwNSpUz+oCwA2LJk7fkD35bN/1HOWLWQlXjKK\nVtsA6DVkFADYOIgpYVmeRBO795w0HToXdpNP5A16ABQFPhOHlbxAoUKFAICioaDqlwp1u4FRg6Jb\nd+mRnJgw4dueVy+eCXoVGJ+QxKg1KFJJEpUoGrQKNtKCW0NTouTEC1Yl2NZoNLUbmMh207Sp42Yu\nOHbjsUXaXoiC6fwZvVp+1b1pLdGyJkPPC0OPvBT/U0I+f1IbC+zcuVN2vZdNkzKqVq26ZMkSMW42\n5F2Q9+ljocFvrdzC/yr+FwUOi7f/c30MmaVRzRp//fVX2bJlT5w48VWT5rNW/PJMETqxdu3aT9rA\nnEKvN6PTkPN8Prx9vU+rhot/nLB24awNS+ZGhYcWL6WIQKFpcZxVMfSgURNFxWbnxjXa16u4apU1\nEtwkJiZ+1631yYP7AMTExN6/fePx/TvKCs/8Hhz8a/vj+3d+mL1438WbnXr1Vx4d3KmlrZ0dKjRG\nQcvs4dbhm2IYVfM2HQFRxZINN5HOkKWhKuo1Hpzw6tRd3Hp056ZEX0UxAJ68CcniRX3m90Au+/r6\nJiVln4lGRnJS4vH9uwBxbrbsgoEnYnCvQNEA6jRpBgA0IyrGBFA33id7v0kA8PZVQOALE1mwQZsC\nQEVT1tRwSP7gSleSSs1RpSUANB+qcXYt3v67uJKN370xxjfRtOiG4tB/afthk7r2+RY0DYqCrSRw\nqBhKTVMAQt6/S5+EOe/gF54y4Pvxyj08y54+tO/Egd1pWjNlsP/9O6cP7xfLf21aFx0ZIR96+fQp\nIUhMlRK/fWlkoxYhP4RknFX4hu/FIZ09l86YOLhTyxu+F/8/r8rH439R4LBIR//ZMzzlHIIgTJky\nRSzfvX75/PGDTgVd5KNeXl6fpVXuxUrkM4YzFCtZ+tYV75ioCADH9u1SVjuydyco5Hcy8pUZFeDG\nZKWi36gKwMqVKwMDA/O62U+ePAGM3FYq9YunmQb+vfB/VMjVvVGL1lVrmTn5Xj53SmNrJ7sOyMg7\nDXhycnJEhGlYL+tREchRll2SeR0bFd26Q9e95294dZJ8Zu3s7JUajsO7/wh46p/Z6R5Vq8vlZs2a\nfVC0l4k9M6PmceaC209jvpNqGlUILE94Am1KyvDZK7Q6o2JM4EXfUjVNiX+EdeYJNzc3wPg2S7sq\nuNdukd+pIEAZOCEkyXAv4K2JxZyioVILAGNj223g8DEz5nbtNwSAxllydFAzFOFYAJeDEnsOH/fg\nwQNYC7W+alSvTXc4S5L0plWLt6xeun7xnAWTR/mcPbF0xsQ/NvyckpyUkpKsPEtr3Ax5FzR5eH8A\nBk5SMQmfJV7IiPQvQK9eJjvvhAkTMnNROmsUpyzK/49cIzcCR3R09Cdvh9UQnqwPTjJbkVuTOOFD\nERoa+v79e3nTwoNar9P1GjT8qybNxc3JkydbtXGAnhcMPDm8+w+ZFSc0+O22dSv6ejVKiIuF+Wf8\n+uUznzMnxEzcvYaM6DZgiLifliQODjBRW1ohbXTp0qUBOcZSk5RkNnqK2T1EpGlTCSEqlarH+DkW\nFzGwrCI4QkJ8fJ4kv9i5c2fZsmWrV68+dOhQjmUBuBR2a+LZ1oJd40Ohj3p34cThY/tN0mETzzbV\natcBTEaBd2/M5D9ROSeO47XrN544Z0mDZp5du3b9UKOeg2O+fsPHAJnJTObTQINecC4KSnKSAGAQ\nBJ6QN4Ev0GoU8hv/L57VqCTNmTWjVNzc3CbOWaL8L1Q2dqUrVU9S5QMAlRoqdVhISAEn51Xb/q7e\n8Vs3j5qUSk0IOF7gCWEYVYee/QFwtA0AiqLUFMXqtADg5A7X8lu3ZswZk0eo2HtizZHLR/84Z8qC\n5fLOezeuLvlxgvfpY3u2/bZmwU/Xvc/Jhxo29yxeqvTTR/ffBLy4f/Oa/FmJRz+LhoNl2ZcvX2pT\nLfle/cJTPDw8Hj16tG7dusOHD8+ZY/lRy2AUvtiMyvIz/3/kArkROOrVq9ejR4/jx4+L7uL/Lpx6\nEXPkWaxyz2fRcGSx6uI4TtRLz5w5s1atWnXq1Jk0aZLoEKrRaEaMGCHXbNmuc34n52Wb/jx24/EF\nvzdfffWVFVouQpxvdvtFL78S7GdvSbgE4MGta998qzCO1mifYmfyUS/oUrhk2QpimaYAwN7BHpBm\nuK+//rp2bVOmqDxCsWLFZq5YL42MjDrVrpBT9WYAajdosvOkz4otu4qWKCXWvHLhzOlD+6JT2TUB\n6o49+5pdhaJNk6XRue/2tcufvLUGg0H2kDh58qSvGM0LtGjXMVt7SjZg9SDCvu2b/B/cFXeo1Oqu\nooegkRavmnn+Ugt06tV/ya/bt23b5uHhkUU1GcqXf9iEaX+e8P5pxfos6kvwaIq63eDRWBZkOYHo\nOBJvU8jMkMGzdhpN3+qF86lpK89znXr1/3HJGnmTp6hncXp0ngEAjBqMJizk/cYVC2vXb5yv9TC2\nZG2xdQae8IQ8idLuehwF43CkptGqnHPRcKONj6atltEjIvT9j98P/HvbxpCQdw2+blmidLkMq105\nf/rc0YNiuULlqjOXr5/7w8gfBn3z/Tftb12+ZPJKAfA5ktqEhIR06NazadOmXRpVu3PNN32FYsWK\nDRgw4Ouvswq96TdsdIblfx2+HGNQbgSON2/ejBw58sCBAx4eHpMnT845P3dycvK8efOmT5/+xx9/\n5OK+nwSCADFDt2nPl2RSOXnyZJEiRcqVK9erVy95TbN7925Zobp06dINfx2cuXzdoSsPCrsXIYQE\nxKQ5OOb7LBmG9KwQlKAnRSunP+RcqHC12vUOX3mw6JdtA74fjzJ14VrWdNTFJUYmXRXIm4AXKpoG\nMGj8jHEz5u/YsSMXiTkIITdu3PDx8cm5HOzZvktdUT9E0Sjf0KbFlSndAAAgAElEQVRuh2M3Hq/a\nujvJzjV/8bLFFB4nt6/6sILACsKkecu69R9iuoRyaS4H9FK04VO7vuqNnjEiUlMkV4naDZo45C/w\nUZdm9aKoFB1hStV9+uAeQFI4tWjXqUjxkh91iyxRvFSZ0uWyz7KhtnOwrVBfU97EqUoIAmK1W5/r\nQTMmwxbPcaxheF13NWMNHw4LTyzlxEoIdAZeahijET02Dv+9Iz42RiCENTrJcgJZufvkxuNX/CNM\n11HTdGF7VZtGRrGbokeNMnG75Sl2blz34NZ1UHSsYPvDyYBqtev1GiwtcjLjogh8/vTh7Ru3r0pu\nmFcunu3cx4ygNjEpaeva5RmdmlfYtGnTozs3xfKRv//MesYVj6av41G1+snbT38/eObk7adK0+H/\nI9fIjcDBMEzbtm1/++23adOmbdu2rUWLFnXr1r1xw5KuID1OnjzZtGnTFStWxMTEfFAE3ScED2Iw\ntyh+USaVoUOHigUpys6ItLQ0uVynYZNWHbsVcHIGEJJkmHXprfXaZw4BhOWJrUO+bYfPlfUwzRle\nHbtVrFLj6N6/zh07WLFqjSo1a0se+ACAStVrLl/7y579B8TNtNTk779pH/j0MYCG7bp26z+4QIEP\nnkEJIaNHj+7atWvv3r0HDBhgMT1nCHF8qVBVytIElUarTVs8bfzx/bv2+UfPPXL/rsEUU+NWtJhA\nKF4gF14nfDd5zvEb/uN+mg+YJwzjJUHHxa3IpyJVJIT4+voeOHDAYDD06dNH3i+HDPw8d1pqOqVx\ndhc1f+NZnbindoMm8r6Ht68Bkjil0djIjXnu/8j/wV3y0Tb5NwEvFv84fvzAHuMGdFs0dey7zBLA\nKltNMU6F3e3ymb0bBo5whJhpOHTJbGrCltVLQXjrf9oWNzTwgmQAYlRgVOLzJIIgCDAoZJP3KreA\nJCFVQQKmZiiKoqrXkRRLXfoOktOJ5TVSk5MAgKZh75TIq04d3DtyyszTd1+cfRA4bELGUUjtuvWy\niMlv37OfWQ2a2b9jy61bt/Kq0emgHDA/BrZ29mU9Kn1RMb3/auSGq2fPnj379+9/+PBhp06dRBnC\nz8+vV69er16ly99ojoiIiPr16wOoUKFCYGBgqVKlctPkj4MgEAv6I54Qa6b3tIDy1hZL8/Lly4uP\ntGXLluJzSw8uXXesCV6AmOqidHmPdTsPnjq4JzY6slmbDhWr1pg5Zuj9m9cAbFm9dPRO33wu2uQo\nZxQs3qh6pZuXL6L9ZJSuI12FCAD0aakAkjNj3s4OQUFBhw4dEss+Pj5Xrlxp3TpHzIA9Bny375+X\nAMCok5OT716/fPf65arzjryMiJdVMpWr1+o9fPybJD1PsPNhZPH8msqFHR/dvgmYNBwqmtLY2moJ\nAMTGRJ86dapjx46564sSM2bMkNWBDx486NChQ2xsbMk6zURnYW1q6q3L3uiXcYrtTMFzsj5ATVMl\ny5ZxKukyeGxvJQNK/2Gj9kDScLTu0gMAIWTFrMli/HOj5q3mrd1swfSV84/IoNfLhNkAXvj7XX78\nCv1/lraJkIkPKWF5YjB/21me0DRl5i0U+tzgvfkfgXcYWV9wcLsdktSgeJ4zu8iLY4t5l9HYmkk9\nTu4lRq4vWNhVQJAyVS9UavBqpX8WzeltVTRj7BdjRVLwpl7tbvheBMWAUUPg1y6c2b5Hb42NDYCS\nZSs0+LqlrMkAUKVmnUbNW3UfMISi6a+aNL97/TKAbn0HFShYGFBYro2JoK3Wi4EDB+7aJbklNfi6\nZdaVs8WJl7HtKxRU0f+fp/5jkRuBw9vbe9y4cZ6ennL2hNq1ay9dujTbE8uUKePt7e3o6Hj9+nXZ\neLZ9+3YxJGHevHl03uRutU+UvnmVSgWKttCz3r913Wuq59GjR9u1+8CB+1M0CYAy6/TgwYN37twp\nlvfv3//69etXUcljv/3GxsZEtKBJTWUYRvLq0IIXYG9vb3GdvIbYfpphWJ4QUPb29vb29oNH/xCW\npN/vF+EcFipKGyL+8E90KVFBU7h4mfa9f2hQ6Obli2Y6cPH/EHgAOsLY29vnoiMWSpH8+fNnexGx\nC2nE+AlQtOzxl5qaCpVGnvbadv3maarNjnthADgBKo2Nvb39Ne9zsLGX63D6NE6XgnyFAIBmhgwZ\nkpSU9JF6Dr1erzQ+nj9/fuLEiQAehEg8S8Y84GIbiJiJPvvr8ixoRqzZsnxBwjsFXD014dsJAJZt\n3NG8TQcA344Yu+eP++WrVJ8y6HjNeg0AvH0dKLOt3Lx8KeCJX3rqyRz+cfExzy13iTMrIaAopTxk\nAY4Q1lwiZQWBYs3VCkQQ36XUpEQ4uC2+HHJpRL28+zSUHzIARmXmekyrbXmYjGuOxcrztppkXhyF\nFMMQowajAWMajeN2/dRq8PngZKm3NK2y2tfdre+3r54/ORwMqDRizgGNWqMxjj+rt/09rEfbl8ao\npflrNsqx7qu3/+1397aDoyNxr7josrnKimYAtG/f3mq9aN68+eHL9x/euVGmQsVK1WpC8XLaJwqB\niUKd4qYRQ/4T5To0TT8KS7Y3psbdcu9ps3KuRRxtrDnGfjwoiqJpWqPR2CcKX0jLcyNwbNu2Lf3O\n3r17Z3tip06dDh06tG/fvhIlSsj9r1SpkrOzMwCWZfNI4JCDO2ia5tNrg2kGQLdu3ZKSkqzmCaGM\nN1EqNtavX9+iRYuwsLDOnTuXKVPGw8PjYWiSTOcsgud5juMIIU8jUy+8iuMJEa9mTR9e8Y6cIBh4\ngRMEuTuhCdq7IYnh8ZQ8WgEgFMXyAlQ2+ZwdnQu7tmzf2UepAxc1/IIAICwxjeO4XHSkWLFi33//\n/e+//w6gS5cuTZo0yeIiD0NNXBFPnz4xHRClh3YTmXzOKl0iZ5y8G3u2vpfE6zkegIHnWY7jOK55\n528ul+kL1qi55VmlDweAqKgoKVQyt0hPHTto0KADBw60aNtxwqxFhVzdAPy25+iPl6NTARoEVE44\nKQlNBEHgxNd+UuMSk/668O6VxPL505ihV16EAiA8D+DV69ejf13buGGDeWs2Xg1JQ432IDz8zwMQ\nFH+6jBz+cYXT8d9LT55nodJkIXAYeMKZf7+sQAw6HdRGjx9CTAYjIkBk+cvVG5VDWDwEzpxrjAel\n7AsPmiPk2wOPC9iYD7yMmrG145XOv/rUuJhot4KF21RwOR8Yywm8db5u8dPoP3zs4fmbwKghcN37\nD6YZRtnNVVv/PrT7j5SkpPY9ersXK6E4RNX8qiEh5J+rfsGxnNKXmaKZ/d63nZycrDlGFXJzb925\nB4z/kXzr9KOl3AV5p7iik/fzAjFwHMcx/644CZqmaZrmOC5PPwHlYjhbWDWXSkBAQI0aNfr06bNi\nxYrKlSVPwyZNJMtx3kVCyh58KpUqLDTEstfGRWpcXJyDg0MetSGzJgG4HRQDY+pFv/CUTp2k3Og6\nnU6sqawAgOd5g8FACHkSnnTjXQIvEPFqYn2rtf/Uwb133tL6QlV0ekOaXi+qf/UGluX466GGIVPm\n/LliDoAOPfue5fjo2GS1RvPo3tO246bWbtCkQvMagZxxLS7OEEH3ytRqcPplTK8qBS06YqGr9/X1\nPXTokJub2+jRo11cTDQkS5YsGTx4sE6nq169uviNZdhypWvYy5i0GZej4CBRgzAuxe37L9EXrZ6g\n4zlBitGoWquus0thQ2y8juMApOr0Ewb3qVs0XxoYVNBAMN6F58CzEHjQDCjay8urQIECH/+PrF27\ndtKkSQBat24dEBBw4MABAL7nTqk1mulL1gCoWK1mkTevXsWl2apVNJDCZi1yEPC8wOpB0VDZAOBY\n1vHNDby6KdcIeRvkWrQYKxKFlamHFsNunF13aPefr8q0c2zWNyUkEP7nm7ZqW7lm7fSOsdn2NyEh\nYdq0aUePHq1e5yu1RvPqxTMxTFpyhRE4QK2ikRlJmczrYOoPgVlYMs/KAoeDvX2qOFUYDHn3aVg8\nhNCQ98pNC4d0lhdSU/VpPNjUFKgU2UdphufNljqOjo4cx6oI37Wi8/nAWJbllV3IOxOw2B0nl0Kd\neg88+SbFTqMeM2qeRR/tHfN9O+oHZX0Zkt3tZSTaTxZfMGk/4OxS2JoDVPq2yXdPP1rKNeWdGo2G\nECLvFwSi0xsMBsrKXfhIMAyjUqn0en2efgIWyWiyhlWJv0qXLn3s2LFly5aVK1euSJEMcmVZAa8C\nXljuohkAnTt3tpq0kSEyJB7N2rlaADEI5LPEuD+6c3PtwpnRUZEAEpKSe+59bsxHSlhCCEFiQuKM\nJatP33keGx0lEIBRswLiExIAPLx9PTbWKFwKvDRD+J22Sw6L0WYjhj98+LBXr1779u1bv379+PHj\nLY56eHjUqFEj52qqVD0HW5Omkbd3SrZ3IwRpehYqtciF+vTR/YS42Iiw0BStDgAPGjRz/9a1Z/6P\nAcVsZ9AiLQkGLYBipcuLupaPx8CBAwMDA+/cufP333+HhobK+5MSEuSyMZCSEvknsgIhEDhJNgIA\n0DQaVy6FBJNxPSkpkQjC6pkT8PgcIHUwKTGeB8nv4lasVLmW7Tu369aLYXKzVlmzZs3Ro0cB+D+4\nm5KUJEkbMAr9gkADzgUydbnImFZDaUXiWRg/B0dHe5iHjeQ14mKi//krq/g7TiCp2lSBQJ9OcjK9\nSAIPICUpYf8fWwA4aBhYNwsdgB0PIt8k8SAAzXyQ0jfk7ZuLJ48quVJkpGOutzYyG0uV++XyozDJ\nNJaiTTt+9YEAxOu4z+gt95+BVQUOe3v7GTNm/PTTTyJNvfWx5uo7JRuECKeChcZOn/fbb799lial\nR85jpnkBLCcQgklnXkdrrZdkFUDAM39AWpiyjE2KgWd5cj046cLrBG2aHsCRvX8tnzVl56Z1t694\nS0EE4q9YFeQrzMpprxUzhEalTmOFFENWfqNXr16VyxcuXPjgAA1zEIpSGs7FwEVeMCYMcyqKIRsB\nXDp17Kr3BWlKoGg06o8qntI8Zzy9XgHu+7LslrZFABRyL/Im5ZPZ5pycnMqUKUNRVPPmzeWd5StX\nlcuiwKGiaRVjdlOKCBZpVWiKgiBI1h8iANi2dvnlc2a52dTJEar44CsXzuD9Y0Cazlu26ywISEhM\nCg0J9jlzYvb44T5nT6RvarZs/cHBwXLZlPHLuRgqNAZgZ2+nZhg1k3seMzsbdWE3dwDtuvee3qyk\ngwoCMTNM5S6fQGawuJTPw+coXCazyhIoBjSN9CxSstgkyoKEpCQnAbBXielUrDrVPQpJeBmeACBN\np7t/T0qy4+3jO2TD4V2bN6SaE4wm6DitrFcTpROKRjox5UtjN8/sNUhLS1u3bt2S6T9cOHkkOiK8\nW/duGx7EEoKF5176BGWQo84K+LQv7efF/1Z6+hfRKZxjYYv1got70e5dWxj97750+IWnyBwVctrb\noHh9ks6qAkeVmnUA48KUUQPgCbn/JuJ6YKyBMNDYiQPo/h1bWrbr4kNREoVUwRLoPAM8R2QtHM+K\n3huNmrcqXLbso5cJcVlKThUqVFBu5k4pRQTh3LGDL5/621ZuCij8CRg1aAOhKFYgUlYLIgDY/PNi\n1OmCckbp3MkNzsWQIjrhSwNrnfoNe1crBIC64p9HzC7Dhg2zs7M77X21YtUanXqbUneKr3PJAjZp\nKYlRMCUlIZwBtEopUalomqUIeXQShUqjqidUNkd2/yEuqWWUKFFCcgYXNU8UPWvlhnIVKwuh77R6\ng0wFdu3SuZbtOmfYziwU/q1btz51SqIsq1arXnhIMAAUq0LXbCcANhqbqU2K//M0OjxZn7snWL90\nYVfnMu/DPV+/eDr5Gy98twVORSIjwlG0QvYnfzReU26o3DybSjRjFsSbHoIgqv3adv0GAEPTsJae\nRp7VIiNCeboAAFD07IfsTo+04Cf3li6aj28W79w45d2bwNkrf5HP+vNhZNF8Nm2KUu/fvild3gNA\nhp7LnzcYMDOEh4cHv4ksUaacrMgZNXGamCDm/PFDTTzbgmJE21BCijabDIhfKr4oYeV/QuB4+zog\nNiqqaq06EWFhOsFWcuMSze2A8JFEjdZC+vdGNKkAMPCClRcQ1WrX6zpvq28YK8v8iXr+3q3r+vzl\nIYZmUDSABi28vEbN8rkSKdZxcHLhOE6lUjFqFXQ8ABuK5HNxWXfmilvR4pvvRsA8tXr6Lrdv337y\n5Mlr1qxp3bq1nFYm5xAvuO+Pzds3rAKAsi/Qba7pMKMCzRCAFQBKDFbkAKBUbRQyhXDTGju68tdc\nJVOMhoqmKKMugf6QdIAfNATTND1w4MDqrbopdx59Hivm5OxYsaDvSR/Y11JyboIQpcBB01TBoKux\nz3xQvTV4DiobiywXQ8dPqV27NiGkbddvzvm/A+DiXqRFmw4ABEIYGzveOJe4Fy0un5WUEH/h5BGG\nUXl16qaMrU2P/v37Rxtov7u3KlSu1q57r3bde129dDahWL3LAgMCmkLDEvmOPo9RUWBz9Tq/u7D7\n8gkFBbhBC+D4gb/b1pmf9YmfZC60z5cPVDaEb7TaRkCW6W+IAIGDwD95eLfmVw3FSEwrCBzipxEV\nHvbnb2sS8zeBqxRvxRKhfydPJETAtSxoGiob37MnZy1fT9E0gPthKVqD8DYo6Jv+iqCBjHrH8wRf\nGDn42rVrxeDKxi285vz8m1qjAXBakTMl7P070Iz0BanU/05548vCfz9525o1a4Z3bzt95LedGlSN\niY4yG44BAOFhIe9zwDtkHYS9f/fyyWM+87zahBD/B3f97t4SBF4QpEAGViDW1LmKY5O/qhRb0ERA\nOefS2zCmEBiNpC7uMKVQ/XaFqjZcc9cUjk9ohrGxYdRq1tjchhVLbO5Vw71YCYqiGDFSIZPMjTJ+\n+umn6OjoPXv21K1bN4tqWeDJo/tSyXJkpIx2EwqQLCwAUNUTZRTc3rTK1rGA0idOTVO0MUafpilR\nAW6dhcX2BxFRqZx430KFXOS3GiDgOZNPKwCAZ9nYUxvB6iTDCiGyzWX0tNnR0dEr584AQFHUtEWr\npsxeAKBcxWqUcZEtUIy8eG3WpoNYSNNqF04du2nlol+XzVsweQxrMCDzvlMU1bJd54lzlnT8ph/D\nqGp+1XDcjPk16zcSpWUxq05qUoKUQ+TD8dbCQ0uvBZD+a8qjvyYn36CQbaY9IuDQPKTEXTp1DLI3\nbbrlRB6p2dcvmXP++CGWN8aYUBRoBhSDqq3gNQa0CoN/RQF3yhhOuO5maGBc2jP/R/IVipYolaHA\nceZVfPqoq88IbWqqTOVww/fiNWNeGCWbav2mLUDR4gKV0dh9aVahnEB2RvlC8B8XOHieX3boCso3\nlLaVxkVxaBZ4nc7w529rMj7fuvjztzWDOrYY279r//79M2TKI4Qs+2nS6L5dJn/Xd9yA7n9uXGfc\njwzCffMYskFHRIqOUzvkB6OShqoCbjHJulOH/0lUZII28IQXIAhEZpenKcrJVlqC61JTAGxZt+LW\nZe88bXmBdBlrTVDquikaFG1XpanES22EQNEp2jSl5kDNUIlxsX53b0VHhNMUlXcroQy0XEQSOmmQ\nBk1bmPxGORY8C07hhEuIIIsjksAhNbRDzz7d+g+2uHK50qUBCEaJhON5QtEys+rDW9fFwvPHD2UO\n6Ye3r7968TQnHYmOjJg/aZRXjTJLfpyg1cqvOtGmpDDvHiIyt7mCLeKCDWkA2nTPPmL/k0AWCz4q\nup4QhD4DiMbGlhBy5uBeAG8CAywyqn9CyLKLIPC3r3gD5t+FSNli6wi7AqAZaOzKVqsVHSF5GQuE\nGHhBmYu4ZM1GrfoOV/ZH9Czaei8iyfCZVQRKKY1jzXRRBiM38cgpM0WZo3v/wUPGTpq/fiuttgHA\nwxpM+VkgJ/LlF2U9yRD/cYGDoii4lUcRiXVbbaPI0CFqy3kWNKPT5nJFlTtk+FqkabW7t0iWUW9v\n7xMnTqSvFvzmlffpY2I5oLgnKjWTDwnESoYhuVUCoHTbjk9MYAWYvOEYtSjeKb3TOYHwAjEYWPlE\nv7s3vWqUWbdoFsdxd656A/C7d2f2+GE5T9CTCwz7YVpTr3YAqtRKpyOxMD/TTNrXI+BSwtLLT6VW\n8iskxUTu2bJhyrB+/do0Jjxrtew8z/0fsTLHDEVVdc83pUUFQJRAOZOGQ/TS4Fkiu2skhCHytTg9\n123UdPiEH/U6SzJ4OzUNQNQOnA6ISxNPNT6f/M4FAbA8OR7npDxLpEBND4uXedu6FdcunQPgc/bE\nnetSrruYiLAujauz948hUsFZnOOHScEkcBQtUXLm8nXVatQA4FYsDxPBKCGnKFN/zLdo7EL7nn3O\nHN6/edUiAO+D346dMiPbUz9yvqFppn7TFkA6QbzlCJSpR2lsRQeUN4GBu7ZsEI8IAmF5Yl+2Jur1\nEPfYNu5zT6swTvEcY7xYLlxfExMTs1D3ZoFLfq8WTB7jVaPMilmTLbxcReR3cm7XzZSkXlZsFCtZ\neuH63y8/D5mxZLVao7G1d5Bbbf0UdJnh3+tG+h8XOGiabta0ibwsK1JCtsQTaSnIs6CZr5q2+Oz/\nn2DuuxcUk0F7zIjRxDWHEZ9Bw2Hx+TFqqNQmth9GjRLV4PG1hX8cxxODgiEjLioCwMl/9hz8a1uE\n6EJIMwDyLu2CNiXlfdCbUVNmXnwc1KCZVza1aRo0I8XXKGGx5/puvLwiFg1pael9OD75APHiid+U\nYf3GD+hu/BcIRVH2arpesXwAGIqAZxEfCv8LgMhvAYoIgkxNFuxXMuwmQ1P9R4yxsbXt0bxul0bV\nduzYobyFJHCAANjxMDI0UQ+YpqL8BZwApLL8tShhwAgpPvm7CVOzSPOmfAgpcoiKbb6YOGOILxEA\nvHzy2MFe4Qus0MQokMHQr2aoibMXjZk+d+GGrTtP+np26Orq5g4rzhNBryU5yZD2EcFTxs6WLlvB\n795to+suc/rwfvEBZv0ivXjxYunSpZs3b85dANfgMRMBS4HDtphH/pIVQTPS50AzQUamOB6UgSeR\nnE1Jz15zf9745wnvhMQErU6hV+NZYlSzfZAgnpaWNmjQoPLly7u7u58/f/5DO7Jt3YqrF88AuHDi\niLyQAxAbHSkHY09ZsGLV1t1zVv16/OaTfJlkQOQUH3POfbP+H5nhv+80Wv+renaupdoMabc+uICc\nJlbN0Pa2NolEoCnKNl+Bbv0+lmz/4+HgmK9r30HH9v0lbgY+f2LvmO9rr3ZK9WyJMuXade999sgB\nABSjIoplt5X92JFep2IxJdMMStQASUe2TSm0CAofgpioCMmBkWYAlC9f/ujRo6HJXMPmrVTqT+Zs\nFhEWMrCd5Ow5ae7Sl9E87GpmeQYFRqWkOZcg6m9kxIdCZ3wyRLAQ/nJCAJAZXr9+PXv27IsXL3bv\n3n316tWiPMfz3Lj+RtdRUQblOZ4zABDV17ZqtY2zU9zrONzej0Z9wbFQ2RBWr5ynW7XvvN+gKV3O\nY8/WjeKeH3/88cSJE5s3b3Z1dQVgr2ZgnK0FwZjEhGbgVAQJ4acP7Wvaqq149NuxkwZ8P5aiKLWC\nyl3phpm+p+UrV7191QffLAZIaAF3sQuyMiM1OQGUsbGikGTBPcrzSEcEombopLi4wPt3Xz1/Wrxk\n6ZJly4tPQ7CWqjk6OhIiEx3/EayORADQsLln1dr1Xjzxu3T6OADQdGYxQUqEBr8b3KmFWL527dru\n3bs/9OZRkRGApcChtnekeJZwlPQ50PRzvweCwNM0IwgkTW/g9WlJMW8XrpxZvc5X/s51Ub2tyRGf\n5xi1SnwcH7Qm2r1795kzZ8TygAEDoqOjP6gjyYmmENbQ4Ld+d28FBb54dPeWqFf7dtSEwWMmURSl\nTFiYHkefxx57YXJBEzISc79kPApLtkh49NnxH9dwAFDRlEFll+DiEZyoTzPGi9NESAx9g39mCxyr\nNbDnAuOyvsjJkyf79u07cODA69ev511Tx89csGHXoU69+gM4tm/Xwiljjuz506LO1AUrFq7/HRLH\nooI12er2Rcv1iqgJUCK9YkCuKcIYEwugwdctu/TqD8CjWq2RU2Zt2rRpxIgR8yePnjdplIXuBx8x\nf5w6uFcur104M79Txvp/MzDq9HObpRSlWILb29t9wpXQ4sWLL168CODIkSMbNkh67Dh58KUoSaX0\n9mFJZ0cAIt8rJXBJcTFSq4ggUaAqnnaZCpU827ZnaMpC23z16tW5c+cCqFLI5sDv60HIk8ePvFq3\n1hsMBtE2VsANA9bK9UU2bl4gGhsb9Yckjuk8ZGz5abtURcrBsaBETJ6WhDTjJCHwNBGkwB+ezWD+\nzmhGV1Hkj19WXr145vzxQ991a80aDKIXqnU0HGlarS5NB0B61LkCLXAFnJxXbNm1YN0WlUrVc+B3\nPfoPBkhBV/dR02Zle/pdo3EKwLlz5+LishnW0uOmzwXAPAcyYOAETmZ0ZVRiaPS2dSvnjB+u0+l4\nioZKcq/2f3BXmZMIhEDgKaPnckxsVM5bEhsbq9wUPlCDW0aRvJqm6SnD+v26fIEobQDYtXlDtCha\nAQBuX/GeP2nUqjnTQoPNcpinGPhERTrJXNl28hCfXSufC/z3BQ6GwpPIlJ2PIiFmiwYA0ISDICDk\nCQQeGnvxaGZ48+bN0KFDL126dO7cOTHlSt61tkrNOsovQU6BRgTh1MG9K2ZNObr3r4S4GACgzdh1\nrOY3YLpjennfYhrOTOCQwbMgQuUatRf9su2rJs1d3d0BDB43paxHpcuXpaHz9hXvN+nJYT8c8fHx\na9askV0dRVSrm3EOXjMwqmx6AZOfwYhJM+zt7DP7L3IxQJw8eVIuP34pxVKJWVQA00p0eptqJZ1s\nYJwpUhJiOf+LeHweAJ75QJsoWVhuSEve/AWc3PPZLm5a6IbPRYs7Pn78GMBvv/22e8sG8Aa4lES3\nOTqdXpKiVFKOMc8OXWGcy3PhJJvCUdGqgozaxvSSxLzF3ptWq6sAACAASURBVB+lw0RQ09C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+HVuSelUgPoNvC7rutOHXudlYmtXuNm89ZsdCnstnHFwns3ryWnplusC4LvuZOLfxx/5O8dAJAU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\nwlqyVeHbePf2zYIp4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xWA2NdRvYZ898vqTSN/miEVvipBeNCqbH0WzKlawoghX8d/d+xF\nip7lPhRY5Tj2klywRuOIdhMprZNsMUNAiGcBr4snjwJmo5BwaWfXvz+wUMXIPHCC/3L9IGSnyg2R\nIv7FCvn4qVTqeZPHSbR+gsEReufW4ukTcj9DATqdbufOnbt27Tp8+PCaNWvysosEwvN/7dhq5wuP\nQvLun5mtpzRK7hPFok6nIg0aNxG/of4L4m282TkR8V7/aZUmwgvzv5DKl8CUKVOWL1+emvSOZ4yO\nNO/pqLxerVaL5zeRlYrCpThGmRZw9UlMnTp11qxZs3Llyt4t6+U0LeWCggULDh069Kt2nQS3eSHf\nIsXbDEKh3MorGI43MPyyG7FJadYzgVqjdXK2mi95vlJgLUhijMTOYPe3YOW8n6+cOQEA3gESDZRk\nvfkWLQZjNlLflg/fvnjRooI+vmCNODRHMDgK+/r2GDhc4iYqnV+3sIV9WfAKFSqII2jhsvCv5uLq\nAYDheEKU1j3PK4MsEnKJrfCEMIrhOC1eWMA5u1rNc+NmzB/4/fhlW/Zq1eq0pHcANq9YJN8gUPu+\nhq+V937JErFK4unTp6xJD1nwlSdE6OwNrHkyMtIzsvSGhw/uCVajBPkK28FRN27G/PNhUfPXbAFN\nK4tRBU8S8FW7Tt26dStpDvrkgn379jVt2nTevHkC9/nhw4eXLVuWy/YNv2qpAg+e79S7f8uOXQiv\n6CPElrpXoKbIys4e9HXzvVv+2Pr7sqlzF96MTmcUj0yqeuAYEF44n6ZNm3raOFGq1ar7w4z5zi6u\nTdt06P/d2AbNWwuEXYy1113uNrDUZZjJ8gHcunZZbFRpQKv8S5QEYDTo46KjBTIoAIF16ttlo7IF\nD6JwsFMUZVfR/cSB3ZfPWJHZOMicMbmXdk+bNg0AeB606pxvF5a3+lF5L4hOM6YbudzXsQ/eZiqr\ncCkaABFmWZUGAMXzFEjye/PN5HkAvMkIkx7RD7jdP1n2FR49a7JISPIcQMb06yIlLFsqcgUpZooO\nvnoxO/PD3uIHbzO1Wm2LFi3q169PfaRo7fnrQQ9iU8znI4OTtdqUSkOUaz/ITU8AYxoFdKsgShjS\n+C+EVDheZCVfcCX6SeLHsXEQgjfpRnEZ8M9g/vqXGxx79+4FREIFkpk0t5rV69WzZ8/x48eLGzT/\nvnb7nordn1h7qqd9P/h15HP8B6Ufj+6HRCEfiuS2EuWJOd6mTK+jrMKNQJ3GzRp81RLmrFhBjFH4\n6u8i4X/wNvNJWOixfTsAoGQdVP8aZRuL35lVReKiX0Gfhj/HPrgbHB31YvDoCSXLVQQAnlcRvkjR\nonaPbIt+/fqVqVBR+FyjYROBY0ecs2WdRc/wKQaW48nKoDfZdkgr7YAQYjQYXke9VBQx4sZOPLns\n4urWpnMPeXOtBk36fju6cvVaLyMei/Fpwku1JKXKV0q8c+b36WNl6ZyQFCIApBz7DaZsAByoc5Gp\n2++LY3fFwDpWvy54LGjVzUvnvv9pptTctksv20vw8Mw/bclqZStrEm7NhROHk5OTPxjnHjRoUNOm\nTQGcOHFCavzzzz+7du0aFBRkd5f8+fO7OOmKFCs+aspsmlalJb+3itZznIXJTTopnph4kvjOMv1H\npJNLL5KVQ54gAAsg4hrev/YtWhzAunXrRJJToHKN2qOnzt57IXjJxl2SwZqRlioJ3WkdHIRUUwFy\nIi9LuqUw5dA0nPOhmFkTgKKq129crGRpAKcO7nuf+E6aZvLORmVbsKChxWwqlmESE+Ilzd6Et8rS\nHvmsn52V9TryuXx7OX744YeDBw/6+BUBkMXi0OP3ciUa+Q48IUaGu3X9yvpl86NfvsjlzJdv3Wf5\nQwgCqTVScMFZTarll03wxJw1LCVmwbzYYEVdKg14GLOEbgKeB+Hv3xZfJycnpz9PXgEgklvQNADd\nR9LnfBR4nttxPhg1OgFQyCFBYWypVLYpzJS1E/FVxKPMNDEVj6Y/S22BLayFt8QPJv6j9VCi0wzf\nHxXZ8fM2Un52/MsNjrZt2wKihIGTzqlqzbptu4hWxcSJE1evXt2qVas/9p90c3UFEFC+0siRI728\nvJb8PFGw0Av7FZEf7f7toDWLbbL2PgY6J2fQKnzIYBfmRdsIsSXVg2MB3Lp0btfGNTAPGjm9jf+J\nyCrk1ZWNBsE7wOLVJwRA9wFD5RufPrRvwZRxL548BADCcUkxbx+HIG/Inz//2Kni7fUPKCtcDif+\nb7m2YxHJG0PiOULORaak5aFWZf+2DS2qlGhXq1x46F2lhAchACpVr12mQmWJLXTU5FmC3AmAkm40\nzq/F3ikwZBQpHnA+LGrp5t3PH4ffvn7l2vkiuJFgAAAgAElEQVRTw7u14c2TxOTJky2HzUoRiCsY\nhknMNr1JF2cInatr+armtI/ADnBwgkoDivYu5NO5z8Ctxy4u+uPPo0EPvQv72L0QB0cbdXuOkSad\n06dP9+/f33avrVu3Hr7xYM7K9X/sO7F4sRhTGDXKwjMWHx9/4sSJjh07ZtlTMqNBaVS0RJ/vqzZY\nqawJgnw2cn0MR1SOzpYiDkrFUZQyisyaPRyhxzq1+uqrth1hnWft7eE6Y9xIKb+SELJi7rTODat1\nqFNB0v6dNHfJhNmLBo36ccfJK0WLB0j7NmvWTBQTEabJolVRrQNqW4Ia/gFlhA/paSmgaag1oGm4\need0823B2kw+FMvQFPUw9G7r6qV7t6g76dv+79/FA6grI10VkJ1l1fuGdG7Zu0XdScP7STytEsLC\nwrp06fImWmT8PPk85fl7S3o7J2cl5kl6ZubdoBv7tm4Y3KmF8NN2USmw5vmwqDOhz6csWN5zyHeA\nFEegAORzcVrcsbJv0WLm62TAsQ3ds5EQCSCgdBlAePEIlfFOeBlcbmzC02vgpEQuIvcSPRO05RjR\nwzFj6e92PRZ/1xrp+oWzcTExYuSOzd0Ep2wNDsUgunfzuq6NAt+9fQNARVF2y3r/rjOXDij/U/pF\nk5krlBCyJTQ+1cAqko2uv04/FpEkb2F5GMxWfobxo8v6Pgf+5QbHnDlzOnToAJ5zcnTw8Mw3blCv\nkwf3Vq1Z94/9JydNmgQgPT392+5t05MSAMybNHb//v0Azhw5sH3NCgD+AaVGTZ4lP2BI0HW7RNR5\nRJmKlQsXKfbBzbL1Rgh+TmtYHHrm4viTf+0F8PDubQCvXr5Q1Dj8LagUWLNa7foAQKvUjk7mVYLI\nRLN/20b5GP3i6WPZ6XK4e8gt9i7yjOL5XeoVdQPAESJfQcr7+evXUSnpGSaW40mObDZSpz0Z/PCP\npfPFVluOS8IDcHV3A9Bn2Kg/9p+o1aDJzg2/N69c/JdJY9JSUwaPHNOsWhnEPW7csq3AaBn1XK7Q\nAE1KdJXCLlUKu4wfP3779u2tW7eWHxk0zfMWMzEzM/PxfTFvALW6I58P1BoXD88WHbsA8PMvXr1u\ng1wc7HbcubIioCNHjjRt2nTs2LGKTWrWrOni6lavaYuAspZ0uWnTpi1dulQuDwvAlmGpSmEXlYrS\nqCyRgqcntuGpTAOPY2DIhF5Z68jyJNqozffNPACg6Iat2rG8dfxbcMKbX+OaDRoLUZKuXS2VmYrT\nCw+5fXy/qDC3ceXiQnRWlcIuao2mdecefYaPKlrCKpxEUdSCBQu2bNnSqVc/ACjbyKNmW1HWVbiQ\nx+FpKckAGrVsC4oGKFAqauiGrDx3bpOSaY34RZ4+v2v9ltVLhb9Dg28IaWGVq9dauHZbfq+CNsew\nQujtmxtWLFY0rly5ErC4+BiOyIPxr800ZW9jozkCllBQaYQlwX2ZXKrdGVGlUn/VrlO3/sMBQKWV\neocgumuhL2ON+GPAzGE9Tl+/c/re8+WbdgEQNA5JajwurQeQkhAnPk1CwHNFihaTknlZltU5OQGA\nSQ8AFF25em1Y49PmbJPJdOvWrYiICMW+KUmJlhWdJdCTAz6w9iNCR7546igAFS2+w3+vhZE7pGGQ\nIxASdPQs2fkgccq5VyFvrFYIr1ONcmMUZsoW4XPDYjmkB31Z/MsNDn9//wkTJgSULuugUcVGRQpx\n4vt3gg5s3yhscO7cOUC0vhNkaaGx5gz/Tt8MOHzYkozm4enJ2cqv5xkZ6WmWNXbO3UAYU3ILuplH\n6sT4N7s2/D53wkgAkc+fLZ8zLZdf/7R+4uCom7Ny/cS5S9w8PN0LFNQ6uQCCN1U8v3dv37jn86xY\nrYYyx/7BKSTF1LNZ3uUCjYoSWEo5nryW6bRJzubrF86cOfKXwcSxHM9w/AdT5JLembkZnDzssHEL\n9avmg3zbvd3t65dTkhIBXDp9bOvqpa5u7lMXrjgfFvXzr78LZRQKkq46deoIIQCKotq0abNp06bO\nnTsDEBjBOR48IVIp4IMkHu7mEn9RwYHKzMyUl6XkhPhMU3S60aqJ5xD7EMGie/zixYsAevVShmM0\n1pm5AtRqdf/+/aW8EwEBAQGwgYqC3OAwGY1WnE6MwdeZHuv33nZHIw83zwLnw6LqL7/4VltYWQ8p\nJHBwIufs29gY4STbt29/8uTJn3/+efH6HcOGWdGTpKdZFZmnpdkjEDOD5/lu3boNGjTo8M4tQouz\nu4c8pvM4/P6MMcPXLp57+K+DNRs0A6DRORFQecmt4wm5FZOhVIQhJPLo+p1rlz2QqZNkmeXXTYwp\nyZom5MDlu0PHTho6dlLZihaSDGGAkoMValuIxeCQV7TN/nHUhROHL5480q9dEwBQa1G5FZp9CyAx\nwSrJPadJXazmkId4MtLWLplXuIh/jXoNhZZflq4EoFar1Wq1VtC44VgL2b94IF40f3kuJurFro1r\nCCGTJk0qXLjw1JGD3Nw9hDG2VqNmeVRbzB3p6em9e/fu0KFDgwYNtqxaKv+qdqNmVonJsOElyzvM\nSeWOjjoIZbHWr8cXsDzkA5xgPAgLDz3DmaxHP44QlsA64maJwnQqV+Bzn2pe8C83OE6ePNm4cePI\nRw9SEuLkvEAZ6VaDl+juk01IchnP0qUtOZ6pycm3rtohWcojNixb8DbOHNDNpRsI/T8X65sxIO6x\n0J12b1oj2i4UfeHE4TwW9X0UdE5OX3XoqnHQsTzhhNTUlDhc3SJtkJaS/DD07kprnkTcP/HjpMm1\nGzXDR0FISgh9OuGQxXUveTiuXzgNSnSAE+CGWTkiJ0jK3eg8A342qTOEADh37FBWZoZtRrBdvdPS\nFSp9P3mmvOXqVcuKX6vVrl+//sSdJ8WL+QMQhGCkJ3LkaVLxZmavPmV259KqZ4/Cc78Kgz578Z7T\nO4Kj5KcOnkVWKl6JLpPmzZsDKFmy5PoDp4oUE02H6tWrP378GEB8XIxjepzi3ShatOihQ4c6derU\nq1evq1evOjra1NwCRdwdyns5CfRZABq1amtlKIedTv1rIS2cjzUEc3BPeGKGkUs3scoEe45BQiRC\nDuN5EBh9zfoWlqqaNWuOGTMmsE59xQHlpcu1Gza1zZCt6uMqfY6IiLhx4wZgyTTKNph4uYlAqR49\nCPlrx+bjJv87bzJhtu9tAyW2eJfF/HI1mlIkBNizfVt+3U34IOZcm1GrQRMPz/y9hnzXa8h3+b0t\nDPSJCfGKwFbfvn3lV8EQ60A+TV88dez88cMWPisHZ6F2etPKxblEVSTExSlrpBPj3/z156YFk8c2\na9Nx97mgU3cjJH04AOBZNUXAGMBb04kSoQaew/FFSH376sWzoMvnt2wRh4j0tFTBBL9949rs8SNj\nrTXhPgFHjx6V+t3ODauNBsvK3tFR5yGR+ktZyZ8GjgHhXd09KteoA4C2F1L5TBAMRJYnrKy3cYTw\nhCRlMwBMPFFYPzwhTxKzp5x7ZdneQqMPO/Vl/w38yw0OMWn06hZc3oTX96X2Hl+3Fz7ExsYCosGR\nv2Dh4eOnNmndftTkWZmVO2aY7HsgPjZlWo6TB/daSvVz6wYf+gnWhL2ThQ6vz842O/BVAMLis/52\nuzvVwH5zIIIHMXHmKAZjxJPLtluWrmA1qQt5eXnH1XOnNi2bByCbcoSnhagxOiF5373XAAoULAya\nhkoNUAB15+bVnA4l9Fidk9O+C8EDvx+vdXKB1j6JBYCEN3EODo5WAytQpYbS9yvgK1miIuT5iWZw\nLKfiGAiFuLLSIZYnzTt2E53/lEqkPVBr41ztuBbkWLtkXti9ECvqHo4TnEwCz6mfn9+PP4o5KJ0b\n19h85Fy7du0AhISEdOrUadiwYX3bNGrQoMHgwYNZ1so/16BBgx07dmzdurVcuXJ2f7pVyXwT6vst\naSVmY7Ts0FXnJBPzY41ZKYnL50y1nW4ZjrA8NobEpxhYhrPJd+NYZCXj0YXC93as233YkjGQM5xd\nXA9dCx07fd5PvyyduWwtnauyvE5nPknzIzaYrB2T0u5qLbQ6AIII88lD+/AhcDxYnth4OCx3YNq0\naQsWLLh+/Xq1WqKRVLqoRbPaxdVt2DhLxk+L9lZcak5OVpk6LVq0uH37dlmz3azMg6FpofzNslhS\nW4Ij0S8jkSvuv82ccj5a2Wqeo25ePu9ZoMDJg3sWTfvx+P5dPM/FREW2DizNruoNYxZYxuqhi6Q7\nBNFhIHyVmnUUHh0pyHjt/Km1S+YBiEs3ZZs+MZVRYTrL/zzw56bUFKGwmYBjYMhQ0p7mHRwDwmek\npR7Zsw0ATX0WBYxcsO7O24NPLHw2W0ITJp97NetSNAS2WdnN2/fwfWSy3mBNyiwPwubaXb4c/hln\n8dkgLtqyUhATjvviImPg9+P69esnfE5KSgLEkq2k94k9Bg6bvnhVp28GnHmRmmgO575hdR17idu7\n5/O0sFLmARzH7dmzZ/2yBXdvXuN5rm6T5ubhwIYP+KOgeO950eDI7/2BOPGnwcDyGUZWHhGUllwK\n/PSLlXvzVq4eCPmSVMCcH0eKsV7ravi3jHr9xfDnTx72GjxC5+wmGWQaBx0+BE8v777fjlZptHZI\ntc2TRJFiJQCMn7WgY89+AWXKVahavU3nHgIHuS3cPPKNmSYmt44cObJ+fau1+JEjRzrWrfgi/C6A\nqX/dCkuwWrAyLCtWENC0cBWUe6Edz3OTcoUgw0HTVucvhCQIeRPzGkBsbOzRo0elL6v6uMrrUKSY\n4PHjxy9fvpz7b9mFXP5XL+ftkN5Dm/ggyxNh7GM4Yoc/IDkWKW8BFCkRULKsHTk3KQwkpMgIn13d\nPTr06NOiQxetgw19gjWKFSsm2hzmSVFZACn9ac1u8sgehZoCPCGsDTeMvCBWKIYvU6aM1FK8uKUU\nPDMjXW6I1/+qVY+BwwHUqNfo4sWLtuuZ4sWLN6pcSmhX3klK1WvId2279rLERMz8cgCeht9f8vPE\nc8cO5uT1TM3SG22oRKRO4V3IZ9eGNavmzzx37OCKudMGd2r5u5Ayb8oWdQ3NWw4fPyWgiI8Dp6dA\n3DzytejQpXPvATXrN7ZzWIoGEHz1IoD1d99ei84tLpbLnP311183aiR6xXoN+c5RZ7HSsjLSLRmj\nPIe1fWH81My2mIfITALw7HE4AJr+vPIRtjCwJFPG2JuiZ99nMwaGA2BiragBbsdlvEwxmKyjzFYG\nxxc54Q/iH3Ianwti1as1qtdtKH0WqSEZPYBGLdtJ7Rwhch4tychIS0nevnYF8mzAzp8/f/To0fu2\nrp88ov+Yvl2DLp8XOgNFiFZNf7oCoEIbydyZk94l2CULySUty+5XykxpXkhHkOX9WZ+5q5t7rQZN\nfl6y2l/GbQXgxqWzcdGvkTeIi29RG1phH1CgVdt+X86YTBVlshq0SvswNE9JqRoHR7sGR93GX20/\ncbmGv2eVwi75vQqOmTZn9oo/Ht0POXVo349Deq/79Rd7B0PHnv1O33t+8s7TX3/9VfHV0KFDAQhj\nXCKni022Guwsw4F5GUpolYlh5HrCtmgsJDZacXSyCubc58+tdFyF8ldbGHP9obygSQtJPpBYBmAb\ntXQAjEhxSIysjXkadhphpwBUrWmf4zV32GalKGA0GkWxAin7gVf6Buo1aSF8kMdSvQpbCaDYBU8I\nIcpFNi+jogsJUVZmKdjVTLJOSlHU8PFTzodFLVy3rUGDBrCHHhULOKopmPm+JASOW6X1KetXvYn3\nBJkIC00DyO9VcPOqX88cObBo2o9yaWI51BotnYPbr1S5in2+Hf003OIVjn318u4Ns0ORcGCNgpVZ\nuXrtHgOH/zF7Qqn4IMLz6akp544dvBt0rZBvkaCgoB49elSoUKFxy7ZdvhkIiHZek9btAZhY7u6t\nm+t+/SWPXVgONze3Xbt2Ldm4c8Nfp4eOnST/qkUHs9wrz4IQEJLT6ujDOLMSqfEAnj9+SAixW6Xy\n90JJLmedFy/Y7kI6lInn32UxidniqlUgvJdzJBJiRWdO/y+k8gVQpkyZuLi433cdada2o9DSte/g\ncrK8v5o1a168eLFSpcoAOvUdDIDlyc2YdN46qV5ermZXKCsn/PabRWtDpE6naABaFe3h7v7pwUXZ\n+O7q7i4Pqbx7k6uepwx5Tw7nCeEJMcq98dbDt0arnbd6Y+NW7QCs3H5Aan/14tnW1VY+j1wQHR0N\nmLPZZUrZImjVrasXuzetef9usNR299aNHwZ0DwuxEsO0fwn2liaL/9g+d9VGuaQnzBnpAg5s35hT\njrBarbZdZ1smIdFPo1Ykdjm5uotFPVJeG60ioBTcXwpU/GaiV8nKVjk9LAOOdXO3ZJ4rBLqmTJki\n2Bw9evTo1KmT0Ni4ceOcDJG8o0UH8WhCSh0l1mTztk4OI8MCYAixzcT0Lerfa/CIOSvX9xiYo3Cd\nHB+0MBRwcHAoUaIEYOkpnGKsc8mf7BlwPixKQfvbvpeltPhJ+P05P46cPX6kQsnFNq+UNpczCAgM\nVHLey9VMmrRu7+D4Yc+cHEajQdRltca9t9nR6YZsE5cpH60oFQB5RCOnyCNHQGj7br/23b9x98jn\nmYPmC3gO947i5i4AYSHB548d4jj24Y0LSBEHn4f37gIoWbLk77//fvny5QM7tzVt1RaAf6kyPQd9\nO3b6PAAvXzy7dObkge0bfxjQ/dH9vBbPS3BwcKhWq17xUmUU7eWrBLbv0RdAcQ8tHl0AbDp/3m0G\n2TM1mYyDAwuxPBly+Hkuewj4u4LaisI0huOlMiWWJwefJB18LOZrc4CJJXK3x6nnyctvxkr7quxy\n0n1xqD+8yZeCXdXKv+WwVWvWrlqz9k9zl9y+fjn09q0ju7dVmzBaivLWqVOn7juP8NuxWgedTqd7\nlaJfdjOOB9QajbRN4xZtj+3bKXzu1HuA0P4slavma5+JWUKHDh2OHTtm1UTRAFiT3tk9n9bAfcCZ\nbh/ExcWlylctk9+9K1W+Yte+gwZ0aA6eg5MHCpcuUbqM2kYf64NQ3HydjhNadDoOgNYACBxclrWg\nVU9Ifp+Y8j5RIC+vUbdBg69aXb8gEmEZDNmWgLoMFEXpdDr5MtHDwwOASI4OKBNZzDM0IyeErdIG\nrDH4yoXaDaz9t9YIDb5pZExQKXksnJ2dhXOTX6yLNeuos7NLLlk7Go1Gcetq164dHBwsXoVaw1Mq\neaa5SqMpWNj33ds3VjFVWuVbpKjdu/Ty2dOIh2FnDAG0X1lkmACAEFAUeFarQuee39DFtc8ehzet\nV2vChAlarSU00KBBAymqQgi5fPlyVlZW8+bNbTND1Wo1TdM59T7hnsjh5GgSz4FjQLgmLdteOn1c\nzBm0rgNiOAJQJpa3pT+JexXp16BTYb8i0lV/sPtLZ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KttTAiAAt4FA8qUkwtulSxTPubV\ny8kj+reqVmr66CHJ7xOVO+aKiIiInDwcJo4jBKmpSqagl8n623EZAEpXqDR+5oIRE6ZJWq8CeCIY\nHNIkQcBzFIXafm5aFfX3Rl59fX3r1q0L5BhfYHnCEjs9n+F4I8vrWV7hv1FptQBUWplrl/DFinwE\n9dzfjjNHDtw4d0o4EwD9vxvbvH0n8c882hzmm2NRuskz8v68XF3NtHIG+eQku70qDcwEo1ZQaZKy\nmdg0OxM8B8IR69gcy4BlUhIT7gVdZ0wfqDkLDw//efTQaaOG7Fy/2vZbu5fm6Ojo7+8PWK92CaHN\nF0KpNEoSVYqSBrEnD0KbVy4eEnRdcdiAsuXb9eijcbL5xaQYU9R9Ye7/KPj6F1O0nD9/PjY29uxZ\ns3EsmODlm+bv+MOwcZMpWkVrHeU0ZQKFHW8vLowP1fCfO3Zwx4bV6enpgh1j/kUC4G1sNGCWeiE8\nOBaMEaw8fElgyIQhE0TGBJ6ZFBB16tCuraHBNx+G3pViEzo1bZtX8fnwwbUtwxMz243VpkIBrfBZ\nq6LwjymL/ZcbHE2aNFm7dq2icf369fI/s7Ozn4SFAPBqORiFSknZhSxPJGN254bVqNEJlVqCpl8+\ne3r+xGF8DJ6l8RnlWqraTrAEMgj/4M6tn0b0U1FmiSCOAeFpELklSgnxct7K88GxjNiL5BD4sijV\n9QunCwsBBVoFWpxlBbaDGxfPAkDxGtC5/bnuN+URzMhIT1s2e8qPQ3rPHv/dzcvnlUFrQBJRfP8u\nIeJR+Jw5c7p37w6gS59B3foP3bLqV6GO7taVizv+WPVRNyogIMB2qhbGVqH/2LpNbsemn3uRatMs\n4u6bzBkXBeYx823l2E+nP/kQoqOjg4KCAOVQYcWgYW9HjoisPnqGn3beQpUmjG68LAHFM3/+Vp26\nyff9HNlqueDereuC0SZc4zfDRonJ1MKYniso4TU2d6u/RccrJ9y5YybPyJYZqcIyV4D4VisHYr2R\nYTjC8fzgw8/SjFYmFM/bEIiJlK/8hhWL2tQo07p166goi2tE8WiaNWsWdOVC8NWLW1YvPXXqVF6u\nguf58PBwwNpnxrNatThMmTjC2Kab0Sp5lvRP3/azJRtNTU21Iw/55ilu7cmJKCwnsAyzfPZURWNY\nWJiDg0O1atUGDRokXInQHvHkccmyFYhEZ2Jeg9Ws1wgAzxO7BkcuOH14/6LVf9yNN5oYFrSMN9Y8\nkpStWMXCvH58MY7Mw1NZah3H4vElnFkJnrcMPjz77NDa3xfOnjiszw8Dui+Y/INwA3VaOu/+7Y9i\n47BrUX3QwyHR+CqcXAxHpBdVQ1P4sFjGF8K/3OAA4OXlVaZCFXmLiyxtm2XZAQMGnD2yH8CTVB7e\nJeTZ5lZWI6WCSivY46lJHxFlfJ/NZDGcgWU5QiwHJzyAtzHRNEWcdA404TQqytHRUavVamSmqJqi\n1KZMZCZb3H08l5r8vo5tMqbJABBQtGcB78GjJ3bq3b9k+YrungV6DR4xdeGKYT9MBqDPzgKAOj3g\n8//Yu874KKq+e2ZmS3ohjdB77xA6oVfpXVAEFUFAqgJSVBRBsCIKiiD6gFIFpCO9t9B7bwkJCenJ\nJruzc+/7YWZnZ2Znk1ASeJ/H88uHTN077d7//ZdzKiU9TnDHbjlp2KCtf608d/KYpLHEMNqMSwWr\nMcuwoaGhCxYs2HX+zohJHxlNJquijvTAzq1XzufOFS2jQ4cORYpqg8FEdCaLg7ZLZESgTGy61R0b\nT5rVnpylnncKdgg8tdtTU5I1O+c6cmvyFl33d75a6pCK0p+plcOQ11NqIzTdKhyPThNHh4fp1pUX\nE6DwlwLUYOA411y/AoRFLKAlAigJKRxuMBhKiPSyYvFhjl0kFR8lFQA0iGz1xshxz94ed08tLMzB\nA5HlJLoQIyDS/25uo9Uu2AgVKB5l8JkK58HCE7Gp2XYna6r4CaTG4dxWnJNSsE+dOjV58mTl2eTm\naSoer169muslQJn0rTB0PI1Gg+ONshMqMC4FTgyHwT/Cz0nbla3+9Ytnog7v2alHwkEAiDXhec/S\nlToWNYoXLy7+o6lPzsrOnvTuYHm3IiVLdx/wxg9/bihRptyZuIwlpx8J9MkYmE8dOYgSNVGhiSi/\nrAmpAGjYoo0USSEEt08gIwl2q/M3BL5o8eKdOnbiMuIlY5RqW7Bn20YxH9bIsq4kszngGRnAxK4i\nBx4gWUBAA2X1rIljDCwj+jleOP7LDY6bN2/27t372qVzypXDhw+X/7969eq+ffsU7ECqmcH5M1Hp\naakA3p04HSwLgxQcdS3iUtqnmpdswfGHu2+npGdmqaYdjleWP/l34QBvT7M5qFCQl6engWWUGRt8\ndmbG5u9wfruzlxT4B7dvWDLSwxV5kQBACXirwWRu1Ly1l7f3qA9n9HjtrfASpd4eO6lVp25iIYCU\nt8GwYA11GzbVFaSw8/x1NQOBjuyPQ5u+VceuGrU2qPM3U5IS33utJ56k82ot5ngqr0vpqHcxOGyC\nkGYlydn2YRtvPMrQzrAJQWqaOttOLGKk5Nj+3e7a8KQFETKCgoKmTp0q/bDyN21OI8zKu0vvILyd\niMlfAqWUkEv3E3bdSITKuyXEP4whihuS3+4N1/NLDC7HV8OSWrl6LQA+YpIBIa75RlqIdjOlAD7/\nYUlQSJi7X3l21KjhkMIhiiaJTz9HUJbjBSIQSqhKH2v37ZRHmbyzfxevdNePOLcNsU7rYc8e/XiE\np6ensjhOw2Lu7g6YTKbevXsDqiCd2WSwWXIcyVgOHj5o/hbKNgDQtE0HT7Um3MyoDBQur3MgJQDG\nfTQrp5O7wNc/ILJtR+Wa8PDwKVMkn4d0Q+T2M6yyjw0rUmLU5E8qVasJIDbNdiPRAiA1Vd9nKXaz\nmg62eOkyEvG/2DmoQypd+g6UpJXtvHMaIDo8RAh8y/adU2NuCb+PBhGkTS7BDEbKhABc3AmuLXS7\n+Qkh/o6JdWtyUOoirwNA5JB1rOZY9s8+lbxNT0wKkh/4Lzc4oqK0LP03b95UlqhJ7Jbyx6B2RZ46\nfnjmB6MoIb1ee7NOo2ach5eXn//Sv3cVCtYKhLrDudgMO4HVTgSqOLmYuyTiwFJPA4wcE+hpCDUJ\nWZnptizF+yq6AansrKYQ+BuXL/4451NLustrbbfaibBq6c/iEiHUTnBRIR72Su8BU+d+7+3rX6dx\n5Aczv9QeDgDQkEcVLVmqRFkXxVeHjMKq/yyRBdjkQbrfm8MbtWij3L1G4bwy7tlstriYB85vRZxq\nqAwO7azUTsELgiDQRIs9w0Xg12q1qnImxBGR2EGJt49WOk6+kCdar8HYsWO3bNmiCQxRRcafDi8F\nAEBUSeDtBMD567cnDhs0Z/oHKWlpqp0EGyhhXNMOChADho5s3q4Tjq9u2LSZqHpauEix9t374MF5\nxN1wvqi6ELcSEhIWrr/Dc4WUt6h8fwS7yv5wQlFtCEZURRaISh2UAOkZmc7HJ0p1uIxMffv2hRt8\n9913PQcOad6u07JlyyIiItztpsTDhw/Xrl2ruQoDC1t2jjSJDAPWYCpavmabbsMmTJn4mVbxh5i8\n4Kmp+qai53Lp37te6f1qXtqmxJQv5g0YOlJeHD16tNS1ApKOsdWC9McAEFwSA7+R91TeYYEgPTML\nQO8FO99+a0geU3z6DRlWrnI1p/qSODhTAkoWr9sxZtrM4JAwXNyJA7+KVdzSVoc3zs/Hx2AwSOFm\n0dpQqxQB6NCjb8my5eGYfBVMFkd8Bi9KLxlYxuA+A8OWW2tYhink+bIQbv2XGxxVqlTRrJEEOxwo\nVqxY3759lQZHhJLdi+FOHT30MPo+gLTUVIEyFkvWvh1b8CQQw/N2woDlpBfWZgHvDGdcOnXSZkm3\nxN1JX/KeEHcLFsUYI/oSrJlS4psgQLCLfVxqiroWDgAhYLj4R7EA0m1CJk+Ss+zjtt9R+v+4ys1D\nihSt3SgyIFAbPpf13Nt2ceplBwQG3b/jkl56aTcO//Hnn/oVsAzDiOqXItp36y3b5+KYnYP/4Kef\nftq5aZ3zcQi8nCsgn15ziJiSLVDpT7OVQOUUYajUoRg4tlGLXDhCntry0MlE0a0/gmraKnpHxe7j\nkwNxZyzeCChCGG0wKyAgIAcXawHA189/+lc/7jp/Z+b8Jf4BhcTIVNPW7XFuG6IvSp21brabnB8N\n2rhlW50dnjeGDx/epUsX1bPISkdmsn4tmAK8QMUUrt/OPDrrmLASQm1KFTpCJJtDgYoVKyoZBTUI\nDQ39+bu507/6sUMHfRYvVxw4IOulOa8iIsSAe+f0D5DBGW0CJWUaPKr0ip23ZWak37p6+ZNxwz98\nd/CGP3/38vXnNCQTggCBL1W2fPHSZfPYNke7yJ0b144d3FsrotHSTXs++OzLJet2yLSqACZPnrxs\n2TLw2Ti+CgA8/eBTSN6anJwkK1VlW7Mt2TYAKFT0bnRsvzYNLXmgnzZ7eDZo0cZg9lKnStlAhH3/\nbAZQrFQZZCTh3llscxg6RIDAs5QAaFQ6uEKIY0Yk17Ao7nbtBk3enzFH/F8cLwumUOWDHbevP84G\nYOQYo/uASK7xHfaFVtFr8LIYPvmEGjVqTJ8+XVmgJUk6KfDOO++sHvGJtMCwTdt0OnneUQ3LsgAC\nCwVfv3Th5vVrKN8YLPv7wu+atemgFJiWoetMI5RarDabQJzZTBtnI/qSp7d3liMcbklLuRd3A/fv\n4v5U9PwEQVL4E8dXITkGcTeQ+giD5kPgYbe5ZViiBAzbpGU7AL+dfnQsOs0mEEopAeXAALAK5NO9\n95D6aMnWXUf/TJ8xY0ZgULDraSbO/Kpd157JSYnnoo5vWfMnIkpq98hOHzt2rIY8TYnqdSK+Wbrq\n8O4d4cVLdnLPIegKkZXVKXwgEhJTokO3qgBPqJ1QjmGuPbYEehhCvJ0WBmcwKp0iPt5e/oE+PgZ4\ne5rzLxPi5MmT2noNgWcIoS7kYxDsSkJlQqkYb7EzBtTpCtYATk1mEHutY7MaeDmw8tefFn83B0DH\n7n2SkxMBSKrlYvKdzsXysGXh3NbOPfq8pVb4zD94eqrZblJisWk2xq53SUviwRrkEYtQKTR+JT6r\nflFbhWCy7UYSoZSqInoUd6KUNbcfzv523FsDczUHnyh+5OSNVnz1274c/8rQCVtyknaHGGJIyOQT\n7t/YMNQZRIbR42SZXsFFslmDSbovlAJgQQwc28Ax3cqhkfGxDw/v+adQSGizNu15nv90wsjjjqqW\neo0jZ8z7OSAgUHNIhw4dIppEnkwVxIaxRrN8MQ/u3XutY585Py+r26hpdrZV4pvhjOIDunzudL3G\nzZAbCGUETf8QtR7nti0/mFKzbgObS/WQOfl+KE1+bAzMstPulYPKB3n2GzJs1dKfpVeF2EFplz4D\nEuLjgkLCROp9ESJ9lq45/SyRFN1jeUqtAgFgZEH1StvyiJeE8kvEf7nBAWD06NHh4eG/Ll/BMOwH\nY0aGhIRYLCoaqzlz5ig8HOwfSxYgYrC0yLCTZ327ee2fi76Zjc6TwHIw++Dd5YkJCboGhy6kzktJ\nPGXLAmiWbLyrtRikWLhY23ZeUiSR6rgEHue24uZRAB/O/rZGvQZTh712+/ZtR9uZgNCwtl3qAuAF\nkmWnIg+uTJstUijCYELNjpevH960+o9B745xbTDDMLUbNAFwbN9uVIpEeCXtHpS80qu/u+uV3Bid\nW73eudWTfoTNmjVbvXq1ysPBsCACBEETTFFKRdvsVKAgoKsuPOYJ7VnZaUVpEjQZwV7Ez69MIY+3\n6xbOofHPCKrxtBMBAm8yclbX5A21wQHH5Ikzm6WYtPqqA5H1Zus8UWLnB8SbIz7TlKRE0doAsE1m\nl5JqAdzUxwp2CPyEZqVy4LF+7njnnXdWb3TUg1AKSoqXKhNNCYVLHjSrUtMQvxWeUptA76Vmrzif\nIFAQxuD0jhCCjbOV50hNSXruzqfSpR2cpPItpRSUHPxnCxoMUu0qqpPIpjnDmL18s6y21Iexqt1M\nnggpZeWtgszkLfBgOWK3e/v5ePvkou8VG33/9U4Sh33bLj1rN2h8XFFDG3XkwKmjh7RpWAAAX/8A\nJKYCAGdU+e1YFsDmNX/WbdTUy9cXXLq4j2hwbFu3qm6jprneVeLqc8hMhiUFwMHdO94eM0mzceqY\n4T6VGk3beYsF4h7cLx9UUdJwdhB11Khdd9rAEenpzvQv8eUXxRAKhmyUOmIlRo6jIMDTUF8bWIZ9\nWSpUgP8FgwNAnz59KjTtCKBJ+cLExTq12+3KkEp83EN5U4/X3mrToEibGqUBBy2YyRNGj4o1VF7H\nnIdVQaACyymduA0iWz6MwoO7DlIyYsftk7gnsYOEhIYmSGFmhY0iNlvgI2tXmbpoLmcwbN+w5tW2\nKoEDTw8Ps6f36WOHC4WEEHjZHBmI386clvroYbGSpdOtPEr0BWcEKDjOZtOvUpGRkZ6KMhEoVlW1\nllIvL6+8i1880RDev3//m/Fp3yc7PujMJMReR5HK4AzwClDuKdiyYJRouwRKKYWdwCYQQZ1CZVeP\nfGkJsVnxUW+PfzPvTXoKJCcnq7xQAo+0eJslBUWrand1U0cqgAVndGVHTX4cb+NtZvNz5it7CmRm\n6BFfUoXBIY1/zm0OFsseBdVGALhx44YzVVDg6zZsPGfW8A6/ndXmcYgeDhf5Ll4gW64n7bjJiPpK\nVPkZuzgaF8z5DOmJM2bMeI7tr1SpUmRk5IEDB5wmrMCDkrTkRKUCqrTeYFaa5jaBspyLq4lhAViy\nrcTDkTMu9jZUgMCLg1MO36wsyghg56Z1Ozet0+zAsWzton6uWoCZGRmwZQFOY0KCXwj6fG7MOA5p\neiDyYkrpbvv/2dKpV/9cqdJ0PA6Op0MJ8fL2Xn/o7MolC08e2n/7xtXXh49u3KLNTyvWWTLCYPSY\nMX707M9mSDyKsdfgE4TYa+++4RQGUt4NMbKhzJpIzRb8PXLKx8y7FowGss+maUlfXxO35PQTk9ZA\nFHB4ieyN//Ycjrzgww8/dLL4qZNGBUIljq+O4xFQGJASAh44WLNyzUnet33z2VPHNSHjokWLOq0N\nAEdXImoD7p8DMGryJ6FhYY44okvvJthbd+rm7eNz/tSJrz7SOqVNRlPsw5iJ77z2do/2N65e5gUi\nhvd2bt5w4tC+dX8s3bn5bwAwmGAwgWFzJXk8cWi/lP6thMA3itTSqT1HdOkzwNvbS5pHZmdi1wIs\nHysSUzohuu4dEO+TmAOhtDfS01L/XvWH6sC9iy4s+yI7K6+M9U/n8Lh58yZsWc4pqcAj7jr9R831\nJG51SU8TIbnEXEpyQEm2G1HNp8ClS5dGjhz51ltvnTp1Kuc9XdNuihQvqSOUc/8czm4FJY4SWQXs\n0itdgDyNAHD79m3lUO3n7w8ArsQVbthZeIFm8kKmjQiUahmfKDW46MgvWLAgPl6fSf3pYDKZFi1a\nVKdOHTELUmoqJYi9jst7tZcAVUkOZTmrzW7y8UP1dgBqRjSM7NoXRatAMZgBkNInieBpyiFVQIKf\nS7hEicYt29ZtHKm7qX2LphJXkEal0NMfQSX6vTn87ImjW9cplCwdRklqci4cBCvOx99IdPkoHJ+V\n1WoF4OvnP3Tc5EV/bdt1/s4bI8bdu3Vj+7pVUj4+pds3rKnXOHLg0FHYPAdpj9q3b1clTCu/JzVK\n9HA43qgEi33Ihuu6ez475PetmL9HtbCn9LwauRebYq7Fy9SWF4QdO3bg7hlc2QcADKesAo1Ls06Y\n8YXRZEKRSpIgNcsBWPLD13k5MyFk5sT3XHVK1y1fqlp+dBNZqQDqNmwaGBScnZkhyQtRtVueEqOB\n/XjM0GnvvX3chQrQzz8gIy1Z/q1b1685h17Zgck4SL45I1jOzz8AOaL7gDfAKIl0KAAOtKobvmTk\njcoi5x0AGFhGMgHFO6As6hHhSk4sZo8KNM1qf5AqeW62rVsdff+uaidLKgTeYNROZHOFptk51802\nbdoUt45jo6O2MCsN2ZlasnOpXkO/jpQqy/wUKF6qjH+OPX7ekZqa2qJFi9WrV69atapJkyaJT0It\nA4BhmI++XvDh7G/Hfzx7/aGzm45dmjZ3fukQf1zZh9snpbCgEsQOgTcZjUbTE9/8Z0HLli3ll8fE\nMhzLAjAYOI2MEWyZsOrkJ9oJTU5JTUpOtliy1Y50CkrsvJ6NorfyWRAUFDRlyhRnJadgA6VIjsGl\nXar9pK2KX2cYwhpsJj+0ePv14WNmLVhaLLInmrwOQOXLsfMgBEQok3S2XblCyBGtO3WTK2CVgrdl\nK1ResGLjjG9/cifCMmLEiM5du4vN0mzyDQgsWbb8+28PiH5w17nW0Q+7s2BknH6YeSfJ1eCQHlZo\nWOG/lv+6d/smWWzhn41/vdWjXUZKkuyKEwvWhrw3Ydf5O21f6VailFtpPdFdIJtrNjux6rCn6SCH\neam7TeJ5GQYsKMfkxMaRA3xMnIerDvWLw/+6wcHz/Ndffw1QSRuJVdWIn3iYcdVYkrfZVOMu8DD6\nQV5OLlH9uEYf3MzyTh079NkHo24d2oKkB+Lc11fWuc5Kw74lfHY2KNm3Y4tSlVFEWmoKn53t9FUq\nrRzNp8swoqTLiUP7c27/0LGTPH18nKcSeABGltFVdX+O+LZ9SSQ+ABS15C45mLrFjTZCD9xNW3Ai\ndvXFxwB4m1V1H4gASt+bMuPZpSlzhkSozzu4Nw4tw6kN2kwzeXhwx87pksABInh757XAOFdcuXJF\nuajRT88LjCZT61e6d+rV39fP39PLq0WHzmYPT1gzsfVrFc+BCIFHcoxH0p0CdnFERETM/vFXAAxo\nxQA2OO2OzWodUDWQTVf4IQQ79v5S0R6tewZeoNk8D86gGinV84Fa9RuJ//Tv379o0edPPN+8efNu\n/QZKcVk+W64uVu0kDqgaO0/suBg2Iz3VbPYIDA5zZmXKIKKogpAVc8M1OqAUmasZ7lO3ROBHXy/4\na/+p7aeuDxk1Xt6t+4A3KlStXquonztDnOO4fgNe090kAMmJj1GtjTLm2H3AmyMmfbRm78lcLWwB\nNNt11KcEQMWqNZYv+mHh3M8+nzhadAmnp6bMnfY+IBYZCYi5HOhh8vD0/Omrz29du7Jr84b7p/ZF\nnz+2/e81vy+cd//2Tc1Zxd5E9nAQ+sS8qHmH6OEQ+1uOZUyK0Ii7Hth1de1w3y/alsqnFj4F/idy\nOHIAK1sDVgugDak4STbVkYXgsDz1KTtOXpaO1SBnIe8TawP8fFJ8gkBIukzDQASc2QQPH6TEAjCa\nTAOHjvrjlx8qVapUvHjxnTt3SvtwBpSuhztRpcpXuuu8SK5S9ZpNW3eo3brLqb2OYlqGzXX0Mnt4\nZmUp8jwEOwwmHx+v/A4KFi/kI02R5RvlWmVq511LVyilVjuJz+R/P/uob7Xg1p27Lz0xT97qYTTM\nXrqieolQ5D+69R/090EHB4zYePUleBgNVlBParVYUnQ0tADtCAdA4BNi9QfFp4CmXKt8eT0aqCdE\nu649rl44CwB8NuwsPP2lLlB8XvG30w4vv/l6m/KVVULH+c1dVq9hY1y7yBL7hS3LL5zeeP3vJgGF\ngklgc8g8FAIPO282uJl9cUbJMGAShQAAIABJREFURldCEQvr0nfgiIkfnTlxxNPLe2CnFvl0FVUq\nV94ddzUDFKsmIyMJcBEI5LNht+lovHFGsNyNyxcBePv5e/kFWoiiU6IUqfGIWo+4G43fHpzHxjx+\nFPfjFzMEIvz00082m61q1ao0RFv95wofN9xThCA4NCywTttkn+Lyyqp16rUslye6I6lcWf2AjEZj\n90FvBwaHXnPQGO7ctH7s9M+TEx9LeyTdx455uH/Ot0w50eW89j+LxS3XAJl2/sCBAwh3Kn06QirS\noliK/97mW5Miixfze86uO5HX3NvEeRg5loGRY+SscyPLWPX4vjiGsasNepaFp/Elciu8RE3Jb+j2\naxzHjR07FoDkUGU4rZWokpCV8Mbo9/PyixznMFY0oKRoiZI+vn6BwSFK0gsZKY8TkPoIW1yUu4+u\nEMlzmrRqN+S9CQkJCQcPHly8eLF8Wnj4ovNEADYlnSLDXr1wru/goSpGDZZb/fsvrvTeSkz+5453\nUUc/4iBRELKzCiILSU4/FKHxcDy+i8T7usGI5NTUbBsvTjsKFyk2YOh74noGgGBXstrnEU/BOpqa\nmnrn8lnnBJQ4AkMKZFsy6dIRJc8sw1131O8ud1ngvZ+8/e4QGhq6fPny1q1bt2vXbsWKFcWKaRnl\nnwIde/QfOnZS83ad2mce9eNTlGSOsvl4PurEs//QE4FhGAaMYMsWG3D62OE9W/9WuQcEHpScP3lU\n/3jOqC1OhoORDwBQqlzFKxfOelpTmlQplU8UKWfPnt36+fCMNZ+CEMnagIuHg8/GT4N0HGacESx7\nMbDunIMPNl1Nohq3mcDDbsW5baV82W79Bur+uuYTsGRmDuv7yp5tG/fv2DJ8+PAWLVo4SV1zhJdJ\nf7gRKGUYxtvPX+lFXrhh78U4vcRkFxA9BT4+O4s1GPwDVd4Rk8lcrFTpOg2bAIBgx/1zZStVcXVj\nKLFp0yblIicRf0mPnlBQigQLn27LkWD3yXEvJVt8vFMjizcr4RfoaagWJhUQMQyMHOP6ponrtSuf\nb7OeGf8TBkdsbOzCuZ+NHj36yJEjrlvv3r0LODSs1SEVAGYvHwCcOjts4+oVefndkmXLt+rUVS+k\nQmLu38tIT0t+nOCa5g04OIXunnbd0q5r7y8W/qY0U7y8vHbu3FmuUhVJGYvlEFbuYYyiFo7lAKSn\npAjKHophL5w7u+rXn9w1nhDh/IOETMExKRGjGJSaLIlBXi7JjM8bYYXDVWmzmr71zBZc3qMfjOCM\naRkZYrjdTqiNlZpKiZCdmbZ19fL8bLWEESNGnD9/XpqAEkGKxmougRIkx1w5f+YJVN0Fe/Xa9Z5j\nO9u3b79y5cp169b16PFMlSPigBR15EDHehV/+W5OlsXy7tj3w4sUhWB35sZGX0DsNcg86AULlnVI\nJAIAIppEqtwDUeuREuu2mpdhtHmOACyp8sB/bP/u8UP6jRs3rn79+qdP63yzz45Zs2adO3ncJZHc\n2VqGCD4+PrBZdLynoqusbIMbidmJ2byWWd9h1jdu2U5ckat5ff+OaoRevny5eNSta1c2b96cQ87s\ndjeacKLDwJJpUXqRkwLK7rt0T3d/DfTlWyndvn51yw6dm7d/RVwxbe58hmVZlpv+5Q9vj5k48J1R\nY6fPvHX1cs4nDwlReVnEKh7BaXBISq1CDmznOUI3geNRBj9m623x5GYjyzAI9jJ+2kriQxKJR42s\ndmrMMYyR0441L4lIrIz/foODUjpq1Ki/lv+6YsWK1q1b37ihzX7YsGED4FB4UpD/iLCCC3prnpev\nigb48N6dB3e5FXtMS0k+dDX6XGwGwzATZ35tMLpIluQWxi5RtLAU4lFjxKSPJs78smnr9uLi1atX\nhwwZMnDgwF9++eXm1ctUzL1nOXR631hCUYHp6Q8wA7q0/WrhEufKIpXQb/ax/XtsVquYTrVn28Zp\no96aM3VCwqO4e7dufDphpM3GO7sAQQr09ikuRBTVJwV3xVN7ywsFBsqKLYBrEIogKQa39ObKnFEA\nSykIpVuvJ6295PCgUoLlY2+fUCXb5oczPzk5WZLklsda0dSQhgeZtd3dpblHUvSWX+ft3LT+ubX1\nqeDupk0e/ob4z4lD+9YvX3rtwhlnhorA4+oB3DkFQKe2Jf9hYBhPk0F8EOHFitdv2lJl/0VtgDVT\nJ+/ECZde+/E9rP5Q/PfkYWcu1MqVT6azmkfs3bsXcMmeVlwCtdsy0lL8AgJBBEaP09YnIIgnxGYn\nWmZ9x/tZrmJl16N0UbS4iglw7ty5+/fvX7x48bA+nYYMGVK1atVLly65HrV+/fpvP52i+7YTSr85\nEs14B6j6Xs5ozFv5t34SBSWpyUl7tm2a/uUP6w+d3X76RosOncUtvv4B/d96d8ioCR6eqlBm41Za\nJsPm7V8ZMGCAco04eZyw/XaCxU4pzbZTADZCn1ciR3wGf/5R5tYbibwgnVNm0WAZhmFgYBmReJR1\nqT4RRdqUng+WYZiXzMfx35/D8fDhQyc9MHDgwIFXX1UpBQwbNuznn39Glkg4w4HRVm0levgwGRkw\nKShxOk+eMWvOyhq1g0O1/FELv5z517IlAPoNGTZ03OT1fyy1Cy4JHy5fXe0GTcweHtbsrCIlSlWt\nWbd0uQofjnzLVb+IKMr5aob7hNRQc/CJp2VYzmRmjGZnt9P7M6yfYTV5ofW7zp09fGCz3L9zs1NE\nJQARTZrL/ebpY4cSE+IBoOIbTienwINSg4Ftkhsj+HMBxzKwZTkD0pqpJyFIeoBjK1G5hfZIhmEN\nZggQCJKy7H4ehrRskWaAIDPZGcHNN/jJM3hn4SuV2gw4aRKIm2hRDji+CvfPz5l6oEGzFjlXJ75w\nJCU9Bg2GwINlYfSQp9FtOvd4IS2f0brk5CUbRVdTbPSD86eOI0BB7SA+oKRo3DuLcg3zcsKAgABd\neTFf37za4nkHIaRw4cJxcXFag0PD9UJIWkoyiEDtNhi0kxzCcimp6Zk2AWY1tVdyDB7fbdq6fdM2\n7fPYHl//gLmLlk98x5kB+s8//yxatEheXLJkiZLcGcC6deuGDRsmXgxcZuEADt5N8wwsjExFYIJh\nUlNTsywWjeycBsmZNj0aLinfXAyX+Pr5u+wAAA2atZD/b9Ghc5FiJY/s2Smv2XvhrkCpWa1wKfoL\nUrOFTJtwIS5j6ZlHAGx2omnD9htJHgauRWmd3z0Xm5HDPGfJ6bi7Kdk2QRRqcP6i9OuAgWWMLGPi\nGJYFRxmlZ8XIMiaWMbKQFaVEu8Tdb70Q/Pd7OEJDVUmCFStW1Ozw0UcfffLJJ/UaNQbAVGmF+r3E\ncgZps8EIzqB9o0NKwTvw0lkte8Gtq5dFawPAqqU/379989a1y6qQinhaSgKDgpVirWeOHz62f/eZ\n40e2rPlz7rQJ7/bvkpKo45kMLBS8csnCbetXVw4ypaa6MBs7XKwCWJsybdvkAYMZrKrQBpxRaVop\nZ2mJCfHwCkC3aWAVqbIC7+3lNad9uWCv/DVSxa/R29vH9+EZ7PxRWkuJqmJFLpfVg6jWZic01Wrv\nXN4xvFEKdSFfPoGT3e9K1gQAfBYO/+EoXaEKV4eQJ5tDoSnzwJGLk9/plk/0K8p7e+3CuTKFPJH0\nQJJmTY0XPYhKCZWnluR9CtQt7AVil2/gjSuXFB4m6Vl4ZcTh+Gp3Z9BAV2k5MjJSGlafK2JiYuLi\n4gCth0MVr09+iJjLABB/G2k6XUeW1ZaZne2qfVjaZFkza/wn3/7EulLRu0HNcJ86DZtENHFSY5Uu\nXbply5byooeH1jOxa5ejgleT6Op4822EZlu17qV/Nm/o0rBqwqM45UpBsCclxIu1Tj9/PavPigu3\n7rnUDDo+uogmkQAIEU4c2ndk705ezXHu6x+w4fC5SZ9/8+m8RUNGTbBas5VbvfTypYr7mUUdNUGg\nWXYiqkWKOn9K3EzKvp2UrTk2L0KydkqzecILVKASZY2SJ5RjGSPHmFjGwLIsGE24xMixBhYGxWth\nYpmXSkgF/wsGh9FoXLdunVipOGvWLI0qNACTyTRy5Mi335sAMfnIL1TkDJA2c0axiFR1jMEIlvvs\n/VGThw9KU+RdaugX09NS6zdtqUoKESR57u6vvvHDHxtq1G2Qx6uoXKP2oHfHzJ4ybvG8uZ9PGtOn\nTx9/f//mzZ3ffLFSZZyTZs6g7lkYsBwYTsVc6XpRSnj6oWhlVapsekIpD1vNwt4FoxzGMaharQZs\njrgSIcoMRC8vb2mlHuyEAojPtMWl23atWuw8A9DvzeG6hzxfzJo1y9k8OfWVUhxfJXW4gl2VUqqv\nX6qGIn7/KC7mubf56SAbDampqZfPOdMXrl++UJ1ENyvpJz21tdNF6rbqdbQSqQVjczAsGxQULI/W\ncTEPFEzh0kpLZoa7N0oLwU4FobFDEvnLxX9sOXE5Kipq9erVmunNc0FYWJj0H58lOWKlViiEeeNv\n4dB/AGDnD3h0Cy6gLKfLXXvn6uVNT5XY9NaYD0QjY+DAgYMGDRo0yMmzPmLECM3OzpIo3eJwsfbY\n5hLPYjkAv//4DXE8rItnotrXLt+3dYNJw14/uGv7mv8shsEkMw4rT+vr5/vp97/UbtCEEjJj/Igp\nI4Z8NOad6aPftllV9Mo+vn5tu/TIsmS+0bmlPFds0KzlorVbda+6Y4VC4b4mAAIooZJ2BFzIzgnN\nif48B7ODEPCU2oizeFzFb8AwRo41clyYt3FgjRANZ7mJY80G1qiwQv71cLwYNGvWbNWqVQkJCePG\njXO3j+rBiLxbIjiXsnUAYET3QNSRg38t/1VeW6l6LSkFGqjXuFloeJHzp46zyrFf4AGMmDD11bff\nLVOhUvHSudeSAXh77KT5y9dlZjhf08OHD0dHR3/11Vd9+vRp3779zz//PGzCh07mIleGSoYFy2pD\n0SyHiF7wDXad94BlwagrhFMfmQ8slpfye5xgWaZWRIP6ss/zwnZcPyz9L/CMaLbTnBwD3x6JORmT\nEX/zsiRwTwmAYiKBcT5j6NChTZs2lYY03qpyYKitEB9fPxACu7vUAQUEXr5eP/+XLp5it2ttJktm\nRsOmzQMC/GUXAgCJt/dFoH+LOr3at+z+6qApX8wDHD4zbZAib+EtYk+IjTmyT5q1e3h6mT08S5Ys\nyeUPw5LJZPr7778bNGuJjCT86tRhBhEAKrGmUgIgKCS09Svdqteuq3caBpxRJxmF0v8snJeeqhsg\ncoua4T7lKlVdvXp1QkLCd999ZzKZOnfu/NeB07t3746OjnateBo5cmTXrl3ldjr/cXSzhFLi2guF\nlUf93ts3rJk68i3RObFiyUJxy+ljh5f/PN/JZKiBnU9PSWncok3NcB9zWowkPQ9EHTl44fRJ18vZ\nveVv+f9OPft9/uOvFau6rbsRPQgCpQKBe4NDR7laCXc2h0CpzU55hX9a6cXgGMbEMqUDzbXCffpU\nC+Ec9oQ4CZzRqkTTEv6h3k43dvlgzzKFchHHKWD8TxgceYH8XBkigNhBHGMA66a01eQpRigePXRO\nN01m84zvFr3/6dyJM7+a8d3PC+Z8tnnNnypdIcEOSyoHQXRgPlZ4C4NDC9eoW1/zIxFNms9dtLz/\nm8MBXDyj+lSio6NLlSq1YMGC5cuX9+zZ86cvP8fWr6Rtrl+ghl9EXtlsELpNQ8P+KOH8wL79bXXx\nMuXBcQoXCAUlp48dSkp4nrTNOYBjYeC4vm84utfY60hyOE4zkzMTRA9zTvPRxCyRB8mGlFh5gE9P\ny1lh87lh5syZop3hs2ceHl51bhCNDzsPSvq/9W6nXv1x65iWMlIPXh5m8RI69Ohb12HUvjwICgrS\nyAJ37NGPYxgvs1Fpb/kF5EJkmX/oUa3wu4MHjvpwRqtOXes2aiqliAo8KC1czEH/kMd8GjUh/Za1\neapZexY0btx45vzFoz6cUUKpHU8JCAEVAApCPL296zRsWrp8pfAibliCXEd0kdsbyFVWKS/wDwis\nUaOGWS/Y5OnpuWTJkuHvT5XvMEsduqwOENfBKLgkStSEX+jJw/t//nqW1GAHkh7HSx2UiwIO4m/1\n7NZV/FfTHt1YmBJKlSg3TAqiYCwlCqJ+TVdECH2Qav3rck4ZY64RllUXEzJtAi9QmyIHVenGMHAw\nGZja4T59qwUD4Bx1sCLRRskA8+u1QrtVKsRIVgjalSvUocIL++J08a/BIeH6eYkOwSRYjKwLYZ8r\nGg9ARC8A1eqoKhU9vbw6dO/Trmsvs4enVMmiHOkpwU+vJ8TcFZeKlXJ6OMpXqdap16tKn39Ek8jZ\nC3+TXSYhhVUJqlWqVFm2bFlISEhISMjChQtj7t+FYIdcGatBxaY62XAsBzAwmlGuESo5ozP+IUV6\njZio8nA4CkZcxSPyCQ2K+lYM9kxNTnKukr/plZOQcBtwDA9uBonHGVYAJUqWwb0z4ghRu0GTAstY\nrFq16oodhxiGqV+9sk6iX8ZjPL739piJQ0ZNwON7iNbJ6lcdQonZZPx68Z9/7T/1/ow5eVfOK0iM\n/+SLb39bPXT8h6M+/GTpxt016jWoHOr1ekSptqlSyvbEmV95PT+m1GfB+I+/kCSaBR6UjJz00fhP\nvgAUVPo5w64yOApGS+/vVct/mP2xijTCkooDv4IQCIKoPr1z07rF38254pJb5oAOswsoadG+c1BI\nmN7+OcF1MM7V69m0TQf5vhGbQ/7aAZ1CD84IrwC8+TOADSt+t9vtNeo5Y9BZrBm1XgF0ZoMVo/eM\nePN18f8yZcoMHTpU/L9tlx7Vaum4f5S2cq/XclF29DBwAASqqjVU+jN23kpJyRZuJWXvu/Nk05vV\nFxNiM2w8IbwiFVSpvTa3bZnifmZ5BQtGDKAYWRYOJz3HsiInKce8dPEU/C9UqeQFy5Ytm/vpl+Kb\nbU1OQGYy4m+hQd+cjjF5olg1dJpQo06E3W7ft31zanJik9btCxdxuhObtGp3eM8/quGfCFBUBiq7\nqqP7dh3dp5rpnjzsLK6xZGTUrNvo0C7JN/jaa6+lpqaOHy9RC3/00UcAQAl4q05EE0CxajoFaeLM\ngDOCUUlKbr/+eOPNNJj9nT2UYAch3QcMLrABu125QAD/KLmYqABKwTDvfjClSqXKX07/4P7DOEAS\n13Y9A08ZAI1btPJKFG6BNZhNU+fMc90t/+Bp4vzMbFiRIqq1RAARkHCnTtppAAajscfAIZujrvGU\n6vASixB4sAZjzKWrx65V7dEDapn4lwrV60QoszSK+pqK+prajh8z4b0RHMe9PHZSWJGiZctVuGWx\ngVKw3HefTp298PctJy7fiU8dtSfB3RslgVLw2UqjpPegtwqgzXcvuMQCiIDTm9DwVUA1xX5w5wZq\n5o03VuADAgNf6dPueTUyZxz4ZxtIBWmB6BGxq8EYjNRoBsuh8QBc2GnLzu43ZFiFqtXv3LhWKDhk\n5vzFksHhBAUhYLka6kngrFmzInu8dvrY4VNHD304ckj1OhG9B72t7Hubtumwevfx6Pt3y1Wq6uXt\nTYigUupWw8vAAlh1IcGuMJGUBseqCwmZNruNgOQYVXEFobDZKU9U7P/KTqFskIefh0EmbDVyDMBm\nMoKRY1i7tCPn4CQ1ccxLxsEB/OvhELF9+3bneJydjvQEnFibyzGcET5BCCz601ez5k57/4sp4xZ+\nOfO1Ds1io+/Lu4yc9HHrV7qr+1naY+CQqg4r25KZE5Vehx6SxXM+6njXxtV/nDMDQOc+A2Z899M3\n33wTHa1iuQ4UOfX02Duk1urEWQzSJlGYNFgqr79751Y2T1SvOuFB6YY/f4uLyZOIzPNCqXIVnAsO\nmoSIhk0r16hdM6Kh5NFxy50AACuXLLh67lTJ0EJNy4UFFArK7wYrYaL22mcWrVi8ULVWnFgT8sbw\nMQC+//yj9X8s5a0OdQw9BgXYeRAhftnUXz6buGDOp/LqAivxeBYIgn3+rI871K0wfczQ29edoaUX\n3vhP+zT1iT4NPgt2W2JC/MwP3jN7eFrSUwGqpAjTgcDjzCYc+RPAjO9+3hZ1LbxYiQJosLK8TmX3\nUwGCTTmd8Pf3z5XpR4LApyQ+/uDtgfGxD59bQ93Abrfv27HJmSVjy0JyjA4RuwKUM0i9VsVmdTr2\n9vLx2bDiP2t+++XU0UMZaWkQ02CVEOxipObVIdrc8E2rl3/76ZQDO7dGHT6wdP7Xv877UrNDoZDQ\nGnXre3p6zps5rV2tcs0rFzuwU59pydPAALicYLmT4oxDxWfw6Y5qVIFSm0BtdiLkFPLVASGwEa2V\nojEaxjcq2qqMJLo5u22pckGeIjOH0+3BMAbJ7fFSycRKeAmb9ALg4+MjTVn2/ypxDuZKxySO0ywb\nF/Ngz1ZnztGh3Tvu3Lh2/tQJO8+Hhhf5cPa3zqRRSkFIvyHOtK8ixUu5O31oeJG+g9/Zs/XvaxfP\nr/n9F3l9dpaldaduLMtq6ISTk5MBwKajeAlAX+uccxgcnBFh5dFtqrj66sWL2mz2++dF2tN9O7a4\na3B+oHOfAb0HvS0tOApVHsXGAKhQpTrsVvwxwamRpgtKQARbUuzEJs9fUitnbF77575tzhejdv3G\nZStWFs2msMLhVWrWsfO8VCBABKfylutQocgY2LhqWYG0/blh27rVf6/8D4Bj+/f88u0XL7o5ToT5\nGDPiHyD1EX4bCQd7po+Pj5QVoeH0VEKww5qJ7PQZ835u0qpdgYnfZmc733NlZZyUdOx4QxpEtkxN\nfJyzFe5EcgzSEwBcv3zhOTZVF7t27bp+6YLTE2O3Yem7EPgcA1iM2csXgH9I4T6Dh188E/XD7I9P\nHNp3/MCe75YsK9KkizZ7Q+AJbwVgy86C2qhd/dsvyh2j791x/bHMjPRlP8/ftPoPcfGDd153TYWu\nGe7jZeIA2AnlFQbFb2cebbsuPRRCKE8oL2jJOXIFAVUGU0SPpyYsolwq7m82sDByTICHoaWD84Nj\nHYkdHPsShlT+NTgAYNKkSSXFgpEre2HnpfR1F7DKCag4TjNcbXUG3+G9/wwd/Nr4oa9PGj7IkpmZ\nZOElxjBKIfDe3j4iV5hYT1gyyG1IOz724Zvd2syaPHbkgG4xD5wUv3Ipube39+nTp0ePHj169OhJ\nkyZJm7PdGBy6Hg4RBhM4IwwmyeEBpKWland+cBE3jwJ4jloeeQHHGYa/P3Xj0YuAQ10FqFS5GoAO\n3fu06NAFj27mEnGnFES4f+vax2OH6YqJ5x8eq/kDzpw4cuvaleDgEB9vr4jGkQzLqhg7JEZOu+tQ\nYTSw8uDXoFlLvKzQdVooe3Yl18vLgBKlyoASSSYa+GvZr3vXLQ+4+LckHOhuzHbYfyGh4QXWVAA/\n/vij/gbRWqUUwJjpM2d+v9j5OuWKA0tFut6yeaYZfWpYLBZAWaUiAMCjmy6sIaq+1yoQAIzBRMDc\nvXnduVfpCHupCKOHov8U74OdB7Dou9m61SgyXEPDMffvdWtc4z8Lv1OuzMjQiVp6GzkAvOCsiYVo\nfzhsKQrGJlAhx8pYXRACuypdFAY2l7AIx8DIMJ5GdlIzKfG5fJBnx/KBeClrYvGvwSGiTJkyw9+f\nAjhIEQhx0FGr3hgDC6fTm2HAGTmTuXm7zlPnfi+uq1ar3sXTUWgzEmUbnDt57OCubVcTswQxNiHw\nEOyZ6SlE8TkpiTQ0KFXWGYVVZop17usUWCpevPj06dOnT58eHBwsrcpWx2jk32JYnRx1EaK1YTCC\n5VCoGDqMRaVmLonfBECdhk3ade3lrsH5By9v7+XbDkQ0aurlYQbg7esDgGFZ/4AAQOEe0IUoQk3I\nkX27TqgHvPz26ssM9EqYTEYfT0+DgQXAsOykz78GACIwUkib116LYPc1G0XRq3qNI4e8NyFf2/xE\nyMsNVNJDtX6le94PfI5w93Ode/b1UrBYLvzyszVLf0rZ9RuIwEDvpVJTx5avUk27Q36iU6dO+hso\nMWcnlSlcaPDI8Z17D2BYtlqNmrm4/SD1bIWCghtEtvp03qICiAq1bt0aUJhHYte6awHib6v2EwQV\nLQ1nBJCSmr5o3Q5TqVryapOHpwDWrgr72mUq/T2b1o8b3HfGjBnyxhUrnJVEzdu/8s74DzXN0yUj\nUXqVZHibWEgeDtXoIPs7CKWi3aAv8uIeAlVnbzBMrcLeon3jDhzLajwZhX1MnSsGATBzjCFfyrSf\nCf8aHBIqVqoKSB54UAJQRK1DdppyH3t2lqob4owCoeOH9N23ffPGoxc//nbhxbNRgMi7ZQTwOD7u\nVkw84PjMBB6UxkY70yDKli27c+fOlh27lChTTlntEtG0Ba+Yjtdr3OzXDTunfPHd8u0Ha9dvXLuo\nVv6qZ8+eku1iU/Mc5GWiwzBSNJRl0X8uQsrA01+b+E0kmU2bLaeYa/6hcNHirTp0DvT3h8LH+PfK\nZYD4yOzu/RyOukHgxMF98toCGPOq1Kwz/4/1PQYMVq58ePd26uPY5MQEcVHiVhHsniYDAKnHVPF2\n2Lms5HWD6+06f+eLn34vV6nqC89+eCLUbdR05vwlHXr0HfLehDHTZr7o5qhg4NhA3bQeIlCbFYTX\nxlVlXRhKZi1YWjAMeDKmTJlSoUp1edHH18mgXyrl4qJPxrfp3P3I3p3xsQ9nDenSr3JALq0jAihN\nin80dvpMJf1r/sHf33/jkQvFw4L9zKzZwJmMjimN601W0tKI2buc4R4bvGp/lLzaZrdnWa2q8dnO\nSwKTjnP+8MMPgkMLok2bNttPXb9w4UJCQsL0L38IDAqGGlTPG3Hzpo6QrIdjGNdkW8iLgvMf16Nz\ngsY+4Rjmi3al3UnsSvuwMLokh4oMpB+1KFnr5esr/q1SkSBWH204ePpqTOLkkW8CwIHfUDFSuQ/h\nrQ7+HAAS3yiAw3v+6dpIMd2RWLYQdfjAhXNJqNcDAg8i1eA9ehhTVEE/VatWralzvgcwf9bHF09L\nX9TJQ/uUv9u594ASZcq+QmNMAAAgAElEQVSVKFPOXeP9/Pz+/PPPxWs2b0oPi5LDu6KgvE7RipTL\nrVrHGSHYwRkkb4f2COlTuHgmqoDFt+SKDNZFlLlE6bL379xykpCqryjUxxifwUtFg4QASHiU75lx\nGlSuXqty9Vo2a/YWWSdz5/ys6u33XxKmd6qZmPDoh9kfA8Cjm5Y/JmPwAg6glBBid16LwCfExvCZ\naR7+AQXc+BzwREZPw+atGjZvlX+NeWoYWaZ48RIyi05YkWKPHkYDcCobCLxKlET8mo6t+uazaTUq\nVyrg1lasWHHByo1nTxw9cWhvsVJlj+3ffWTvTrG1Vovl2P49096TimUqVKneZPinJo6x2incVT9R\nAkJByTeffDh74W/y6nw1Z718fJYOjJi45er5R5mMPHPTTBUEFzsPUgra48cOWosO4+AfZhOoqoRD\n9A7y2Ui8L/tIWEXCvsFoLFzYbZFd136vyUyjMqpV03FiuXMbyOaFnKaS95AKL9CTD9OpOmc8LwYt\nxzA6BgcDAEX8TNy/IZWXFuKzMRoMdcsUdjI1uX4MKp8BI3kCOk1AuCOHfNB8eHiLA8aF0yfhFyod\naHewDBXV0vCJsLuhm2zSul3TNh1ybjyldPLkyR+PHRZ1eJ+6tVq3MCtaG67+AJaTyMHElA712eUu\nIDj0iev1nxcqBHl2rxzcvbKTx6ZF+84AQASJGVZ9Ufb0JEAksZDYJIk9zzJpzxUqMYjH92BJhs1i\nt9udSnKUIDkGRBBsWVQ1w6NiRtGVC+cKuM3/C2hZJmBMZJmtJ68uWLFx7b4oZxCTCiA8iN01vAXA\nM/6qq7VRYG6nWvUbvTN+Sqee/bx9HCpxt07cPXVwy9o/5X2uX76wdP5ca6boPHPj43S4ck8e3m/R\ny1TIP9y5dtmebeFlqjFXD4dOhJSBweTh5bjJhYrCN5iwBu2B1gxkpeH3UaK9OH/+/Lx7oYqWKHXz\n5s01a9Z89v0vrV/p3q5rz5MnTwYE6Fj5rBv9VTmAQhx2gyDgeHROdYgyotOs3xyO0dan5GFw7lC+\nULMS/pzaIe1tZIfULmx4CYti/zU4ZJgNTKfygSaOYRhGLlt1/Rg8TOrBWEyM8C8Mb4ftHFwCZh8x\nAdPD0xO+IYDIY2FHZnKp0EJF1OLOMrr2fU13fdNWuas4nj17dtmyZYDaQhJ/VA0DqzIgVBBtDtf0\nUsecY9C7Y8pXLtC4tRLF/c2dKxYaWd9Ja/Hq2yOCQsIgMsNqbUEk3bsBAJTi/jlcOwCgWKnSBdtk\nNzi+NtInxWAwlCpboY4y41iwwZpBrRnOCJEYhiNkyojBF89EuTvfv3g6eBjYEC+DyWyuULV6QKGg\nJq0cdBRntyLhrvaNclRlvzfpY3FFQYrPuaJxS0nJBQd/69WtC6thVXe0Vj+9SYwaO2jddVXK8gnW\n7Kzkx/Fyl1KkeEktSWd2BrL1DCDO6FEorHBEOwBgWNbkqU2QiL6IY6uxQVKpbdS8Tf/+/XXboEtZ\nVjPcx9/fv0WLFo1atPlw9rdrli2tVauW7uF6YrcAIFBKKN18LUm2PCx2Yequu9Y8VMeKBbGale4s\nGyWqh3n1rx4yooEqf5lhmIE1Q3I99oXgX4NDAssw45sUEy3it8ZMlNY6xm+GEgDNzAltK6n16EXX\nN+tgAWcY0RgXrVNvX39jUFEAEPiQ4OCebSIXD2rsrgFlK1U5ffp09epSmLZa7Xode/abOvf7998Z\nlGu/lpnpKE5RvrWaaKh4IcQuMSLr3AJOkofltFOHchUr7ThzY9C7Y3NuxvNCHvtxo8lUqXpNPLiA\n5Bjt8JCdjnNbAYASJNzF7SgAdRtFujlT/qJeE+fvRrbrNHjkuAkz5gAwGI3Tv/xh2IQp7bv1BoDf\nR+Gvj3HlgPNaBB43j+LkWgD7/ynQguRnwYsdiZ8anXr1//a31YFBwTi7Baf+xtWD0lOQc0UFvpCJ\nNm/dJufzFAyaten42fzF3V8dNGbazHbdems4+0uXLe9ovF6EQsx7FXgI9mq162m35ifMHp5GA4e4\nm7iyF4DNmq31tp76Gwd+1alJZrkY6uvTdVyVz7YGhRcjWo4Jiiv7cSdKPlteOJHTU1NOHzus5CA5\nceLErMljv/10yq1bOgJ4UkPceE0EStOswrxjMbIlJEp254WNQwC12bWXzObNReFpZIv6FlBt9rPj\n3xwOHYSGO6bRjm+VCnbGYBr6et+9t9MAxbfNOJRWPHwRWBSl6gAAZxLXlyhX6azZGxSlihf3NhuM\nnP4LVDPcR2SNLF68+I4dO/7Yssfb169Clep577Xr16/fsmXLvXv3qjqX1DjYbQgIVwYDrZkZMHnq\ni1Q58rO0FMgC7+sXwLkrcnmh6P/Wu4cH9kDkEPiFOSZzFGAQew33zgEAJeHFivv5B3bp99qLyiQ4\ntn+3/H/7rr0aRDqb4esf0OeNoQCq1KxzZO9Og8F4+NYtPLiIMhEwUgg8MpIQdwNAUPDzlyH930QO\nPK3ZWRYpzhV3HdbMgPASKb4hEHgwrOhqanJ79eOHfsocLLw4ErN6jZod+GfLvJnTlCsjmjavFdGo\nWGTPOXuuW+BIpTSoBURExryVE5ES167r6IJsMwAfb+/k+zdwfgcAhuW09hB1aNy4KqRwJovNfjOT\nehPiSvmlOU/P14ZojtY8prs3r7/dU3IeL1q0qEePHg8ePHjlFYm6dMvaFbo1sXA/R0/M5E8/zKAU\nshKKmNWRl0wOQlUFsSIYXRrA/+f418Ohg23rVkn/KTSsWRCWYVhGL87GsKjXA698gDpdADHFyQCg\n35jp4uA9q22p2W1KDciDm8toNNZu0ESZjp4XmEymZcuWLVmypHI1BRvYrgW4fUIbxOWtuZDtuGSM\nBtiS+vfu8UTtKTBUrl5r49ELgYGBCq+AI02d2AH4ePuULlfxzdEfdOje54W00GrNPn3ssLx48+pl\n132SHieUr1ItrEixw3v/wf1zOLtF9EKxDqd30zYdur36Bl4Cgs7/bqgItZJjUnb8DDgytwQ7KNm0\n+o83Ordc/8dv8l4v8IlsXvPnzk3rNSur1a7Xb8iwiuEBvWoUBaCTiSL6NigJYO3fL1/XqVd/FKxT\nqky58rJxkBD3UF2TJYBSCHbY9cTkOGO2zQ7AThhtN+WI0TRp2fad8R+u3RelpNh3Rc1wnw0rfpcX\nV65cCSAqShW1vHr1qvYwsRVuHA9RsRnLzsUD0JTL5igxKe+jY1u8hCwaz45/DQ4trl08/8eiH6QF\nhZgyS4mRYy6eOqEypcXEJZaD0QNGs0PL3gCGW7v3ZEKmzZCdCmDO+HcSH96VK6p1v+2cP/hcuwOz\n2ZyVlXXlnFO3qUO3Xoi9jjtqJae0R1g2Vj9vVIL2Lf/+rQ51S72802svb59J/dqazm1EVhrgMDgc\nTCoZaSlH9u2aNOz1xIRHL6R5ZrNH/aYt5EXXfnDnpvV9W9Uf0b+rk0WUCKCEoSQoKGjUpI+2nLzy\nyTcLPb1eLplpXeRl0HqxNlPOv16vsTroRggAXx8fjqHK6glRZOCFQ6Tc1aB6nfoAgr2MFWx3Adc8\nd7n0mlSpUatKjdoF0E4Z4s0PCw8vrNSzpeooMBEQdx3rP3U5GuAMdsoCEMTItRIOdcYpc+b1HfzO\n04kYVKqkygV+//33dZ0cLtSf0iIvSMwcmnLZPHk49FbmJYfj/x3+NTi0+HOxgtHP6eGg/OJ37pw5\nduHUMTUVh5jDwUrcG5KjjwHLpqQkbd6xi4+/B+Bc1NFlC/OqHPZ0PTKldNSoUcqvl+PYD4YP6Vlb\nTelDCdITZNbOvMDV0H7Z5tlzRw+ynduJVZMBR1o+pQAFJXIw+M6Nay+qeeM+nt2pV/8mrdpNmztf\nKXcpYs7U8doDqABCjAYuwNvDzDEFI0ZaMHjZ3hwN/AMLrdip0AskAgAvD5Ofj7cHI2hJbl4cRIeE\nK39Gp179a9StL/5fpmx5bPkSWWlavnyJEIhEKOzgggTHsP7+/vKiyWBwpsoRBydYso4tBYORioFd\nVhveLelvHjZi5CffLjR7eIprcn3TJo1+V/5/wIABACpXrvzll06NlX379m3cuNH1QE3xiFFW1CYq\nWXkZubJxpGXbo1N1GMa03vSnxUuVU/WvwaGFkj/fx9fxnChB+uNF38y2RF/DoxuK3RnD4B/YgHCj\np7dE2SmCNYQXLZ7BeiA5GvG3IdizLG5IxwHkeWqYw25Ss6VPlwLYsubPLz+aeOroAdV+lJavXBXZ\n6VpOUl1Qipfe0E5PTUl6nAA4fBtifaysM+6wwOTioIL//ELCCv/+0/wNq/5o0aFzng5IisGuBYTn\nxzUq2r58Acnz/gsRIWGF5/1nbYPIVg2atRz9weRJzYp7GDgDy/hmPMRaKVuiVNkKOZ+kYFCjbv1v\nf1sdGu70FgwZ5SSivXH5Qjk2CffOIvG+anYh8EiKLnF/f+c+AwqytTIKeXDNGjcSf710+Yo2Sxps\nkuQktWVBsAHu4hBMekYmADvV9kh9AuJ+njKiW+MaC+Z8qkvh5YpKlSrduHHjr7/+OnfuXLdu3aTz\n9FEFXoleMzh1f2hwZOZRCl4vQXTj1cSEzJxmd7tvp/52RsPvDgPL5DFp9P8X/jU4tIhs21H+Pzgo\nxJkTANy+fgW3o3DiL+X+vkXLEIYVKKssKK1Wr4HZwzOwdBUkx2L5WFDSsmOX59I8d4Ol0Wh88803\npQ9V5NejBMC961ecOxEBhLTt0hPLxuHxfd3zqCDwAF5GkWMFUpISpf8oQcwlI+U5EIPoeYq/I/dl\nZ08ee0ENzAXvjJ+iXSXwuH3CYGA8jS+j/FLOeHnmUk+NqrXqzpy/+PMff+3a7/W2ZQM4BiaOKVyk\nqOzajGzXMeczFBiq14n4fdOeSZ9/PWryJ6t3H5cJNE8e3v/J+HdvXrmEY6vw6BaULFsCD1vW/e2/\n6UZk8ht/Lf/19zcaLh7SPOlxwrAJU+7cuIbja3DUwTu+ea5YUOY24Ct2sKyWe+uraR+I/6z7Y2nU\nkQPIGwICAiIjI4sUcVbae3t7O9UigS5ddDptrYdD8YXyet6MzdcSbyXlxDRvJ8S1dNbIMczLPdN7\nOhRo6cHatWuPHz8OICMjo379+kOGaBOJXwb4B0jUUrUiGhI/P9aSRjR1pOqPwcITiEE4B/EogIvn\nzsbcr8YFFB4yeJBHq2pVatapnP/h0i+++OLOz3v2JRFK7OA4hxyMOkQKUr1uA4DqF6qowVKBANyL\nS5aWRy+5kMcVRUqU9PMPSEtNAYBVH/IDvoLRC7wVAFa8L+8W5snkcJIXiL6Dh9Zp2GTtf37ZtXmD\nvLJa7XpvtK9QxO//TbXbfxNWLF6w5PsvAYyZ9lmXvq9xLGOkbMUq1dp8NOvimZMVq9Xq0vfF+Aag\ntufE99loMrXt0lOz2+4tzncJlEjFsWKtjUMLpuDVy2NjYxfOlXgyjuzdKTGlCrxT+cWSKvVX7sS6\nXUwNCYr9NaKJT4qFX88eMXhAampqmzZtdLVUlHMAlmGMHAtIfamuh4MX6MX4TB8zVy1UPw2L6Fkq\nRo51R/jx/xoFanD07t27d+/eAH788ceOHV+WWYIGMkPw2ZPHQiseDy1RLS5D+kR9/fzT01I1Q7XN\n8ZIxBpPzreEMu7dseBTSoV69ShWbF1Bm1vr16/du2YuInqzoDJTDCjIEPrxIsfKVq03/8ofPDuY+\nvyG8FUbPAtaMEJF344DjDOUrVzt17JC0LEp9uvhCRa/pC5l/5/qj5SpVmTzr2z6Dhu7cvN7L27tt\nl54FIKb1L3Rx58Y10doAMG/m9IbN2/iYuJIB5vJBnq0jXn2l96svtnk5Q674fXDHqYjmYTYzJlOW\nWBwr8Lh9ErdPdO33urP4X314/uHgwYP6G8QcdpYDJSGFw0GREJ/nFG9KwTBBwSGJDuECbebvk6N6\n9eomk8nDwyNXg8PIMkpCT910DV4gB++mZtgEjkHlEK3N8djCZ/HE5nKk6f+dbzNveAFG1P379z09\nPQsXLpz7rgUOTfwvfvm0uGPbzAZDoaCgzScuS+w66sFMPkLF7M9yZk/vxxY+zCd3/pnngsTExGHD\nhonK1ETgPYxcx+69tK1NuBt7YkeWxdK8/SuRelqmWgg88sw/8wLRRjnDE53GihnPhE++2HTsUlDQ\n0ySuPwtyLTvS7FC2UpXh708d9O7Y/w5r4yWMrWjcA7r7JDyKVS4mJjya2670qAZFWpd5ibRsdKG8\nouDCTurJYmx6JW+rFFWx83h8b/F3X46eqlcGks+QWQ2VqFC1upMXlZKEuNi6jZtJ8pk5qEDLEHgA\nifHOp2Y05a9fUOl4MHKMkWNyJhEXKGyEXnhk+e6ozhzvh+MP995OURa2MAwMLFPE19S4hKTP91Jl\nfT4jXgCb09q1a4cOHSovzp0798KFCwCWLFnC5oU+/hkgnt+k90b6ZkgvTe/X31y77FfnBiJYM9MC\nfcNCQkIj23Y8sHNbTiQWDnh4+7bs9dp//r5VLDjQ1VINCPDXO0jbGHe7sSzregl37twBgOuHYTCj\nRrtxpdK7j/hs2vSPth8//9lpR1F79EVEreet00LDwqLv3gIt5NZFCTCUhISEFgvyDQ30N3EMgDrF\n/AGcjk7Ntf15Acuyfn5+OWR4+WYwyh+SH5Areg4YVL12nXmff3zy8H4QO+xW2eBYt/9U0RIlkYd7\n/nRgWdbontNQ8xyVlyCuzOGidJEfV8GyLMMwurIRzwjN1YnvTz5B9MO5e52aBwS4vrfK5snvdn0F\nLWy9xs1q1q2v210gf54Fx3He3t5ebkqgm7s8I9c3SlzZf8g7h3fvEBff6dvlvuBzJkmSVmnSsk31\n2nU153m+1+Luo2jUqNHHH38sqsZLyovAuGkzf9158qQojEdJ28493h79/vb1q0EIiF3LeuwKgYfB\nqCzDSU16XLxkqWe8IoZhWJbV/Sh8vFIZRvpBk4E1GwxGjnel7VLCTmCnlAXn6+ur2UQZzqY+1Mgy\nHMsWDfCa0FIS93m6vgKOjyIgQKsu/gJR0AZHZmZmVlaW8r5369atRYsWACwWS3577z09PQkhVqsO\nq0xWllTzNmLSxzH37x2V2SGJAIFnKM3Kyho95VMfX799529axICoe2Tb+F9/XxZarEV2tk4pXWZm\nLrc9KyurVhFfJ2G5Gh4eHlaNNDNQokQJAEiOQexVVG/boGZV8YqKFS/FnL4u6RBSGtEkMiAoOCsr\n6/bVSyjXMAeDw8BQs4f5m45lBZt0DWKzs7Kycm1/XuDn52exWHTzwEVofkh+QLooVqrsZ/N/+WPR\nDycuHLzGFIanL4AGkS0LhYSKBz6XNrvCnd9VhOanlZcgrqwYaDj7ME/yTsqjni9MJpPBYLBYLM/9\nzJpHlk+PQITRaCSEyHLkuo3RNEBsXq0ivnCIA2RlZRmMpjV7Tmz5a6XBaHil96uCILh78fLjcry9\nvW02G8/ntWTd9Y0SV1avU3/lzqPXLp0rX7lakeIlV3w0E4H1AcBui75z88ThAxWr1jCZJfrRHLqa\np0MOH8W4ceNa9H1L7OfTUpJ9fP1YjuviV+bqvpvpAnoNHDzkzbd8fP3WHzzTZ/19s8mcmauPw5GS\nIqNoydLP3kcZDAYPDw/d21La3/Bm3SJLoh4CqBvu07CEPy+QLw5oc/BZlpHpvGwC4exgXb6Ixxae\ntwtWu6oPNHIMx4BSIu8sd7xPehUsy7Is+3wfriuURc65oqANjlOnTtWoUUO5pmJFSWfVqT6cbzCb\nzYQQ3e+5aoiHnDQwadY3X3008ZA4RSCCj4fJaGDtdntAUPD4T74I3/zPkjgXtmANWMOuA4frDW2j\nLLKVkWuHUjXEI4d9jEYjz/Mag4PjuLNnz86e93/t3Wl4FFXaN/D7nFPVS7qzJ52EQNjCKhoYEATC\noqC4DMoygDPoiKjjKDCK+8Yz+KIv6KgDKorbjOjD5YJzyYgbyCKDwrBoBIERUGSCGJZEyL70Us+H\nSjqdTtNJJ11d3ZX/71NXp5K6K6fq1F1VZ3nxJ0ren5RsT0hs6CjrMQlW61aIaPBFIx+amu/xeDwe\nT2paWkngyesbgqyp8rhMvvGrIblcrtZXiEEoiuJyuYJcIfw2FPA/6UuS5Btun38D0YL//XTPgcNK\nnG3HvzbPnzXjj/c+0rNPv7DE3JzJZAryl9WYvSs0/2dSK/bLlxZ7IUnSuU6KdvLbNY2KQMU5d7vd\nQf6ZzY9bv9LxfpOcln7drfN8vwlIi91RT4rW/+UgR1RaRmZaRqa6aJLl+uHMN7zw35OH5334ChGt\n3rxL7dUS9h0JflJ4T3mTxbpr21YuhDOll81qLa+o+91Nt1ssouinY7+9bATlXOAaPZscPVrYmLOG\nTFbv0soPN0uyqf11FGNMUZSAf8TKlZGd7a/tJiI6P9M2pmt8aU2ASkxmrLahub3T7RGcyVx5fvux\nmwc3zuM6673/pMbJfk1NJcaE4KQo3sL1Vryh7gXnXJIkTc+7UEW6DceuXbvONQtf9LDHJyz864p3\nNv77jkceG3PZ5SP6dXtqQuNxP3T4aKu5pdeE2f07DxzpsEWoAUf9NrOzb5n/wDUzZspS43MLIcgk\nMSJijAYOGRqfWP+Q0OOsJVddw81BoOeBgZpeUnS8mw/yUvOX06e2L72rasMr6sAnBTu3vfHi0shG\nF5po+H9GQAfZzeg08eprqKaCPB4qO0WuOvXLT95/J/hvaaqutnbBvJvvv/X6e2/+3aJ7bqsqO0NE\nnFF1VdVj980jIircSx5XgFncmkoyC/rbH9XPQ0aM8pvmRiOiYewN9fLZvCEAY8x35iynR3G6PS6P\n8t7+4sq6xkq1zu2pdrnrGp5wqImILLiJN5tDo5lWNuxQH+BFj0gnHHfffXeXLl0ivNG2SU3PmDh9\nZtduPYTgKdbGR0FCMKuppUzClmzt0i/DFvQpiDZE0xFjuiaa/zKhOzUdSaa8rPTMh8/R3k8b5h9p\nlqErHrMkzGYd4m+ngwe+pbpq32HNXFGT4Bup8VfrxdBex0qcwTXfi4vOy/1g3uWyq7qxAyqRx+0J\nuHJkFOz4cteXWxpC8ZSVnMqyMpPE/v7cU/u/+cr7ffABkTkpnTp3GTV8KBENGTFqls+4Z5qqzzMY\nU+dV8RsKjDEmGPm2JFWUxoHP3T53cR6FnG7F20NFzVHUhqjeTiq+QwNotDuRZMSuvmElmH/+mpNo\nur2vIEUJ3nq0qNLpiFQXFV+CM98eVYyxnskWajqSjN0eTxW/UHVZ4zToTe8kJE69umT0TbNSFAt4\nBmZkdfb75vJL9JmVnsJ3rY2ha3bUCu8/MEqKo/UHxhcbP3G+cL1vIj5Bp+kMVVz4tB4rP00//+fe\nnpVmwY8XHm383uOWBQ9SzXqctQe+2b31s08GDR3xp4cX9R2Qp2HEDfKy7ILVZwZqfeo3YIZgJDiT\nm37p8ih1Hg81dJ2tdXl2/FTmVsh3VnpZcCKSODMJJgI1Z4ySo649kHC0YHC2Pb9rk1a+nLG+adaG\nrlznfPBVY0qIWJ9YX35dw4mIMcYYkznznhiM8ydeepM87oapzlx+dxIWWeqZEnfXSP+LdyS17exK\naNo6/dZbb507d26YItJZzFU3MRewgf14+KD/lbt1Q4Br5FcXjRw+dnz9Qsmx7MPr7ImJRJTTI9e7\nTnq6I85qlsS5exI03CkV7Nz24l8e0zRgX2qyZOL1N6PNpnMjwUkW/u3x1SccZ2tcHkU5cqbm+R1F\niqI4fR54qIOW5mXabhmSNWNAy1OLxyIkHC3om2a9MNv/NVhdba064kWQnuIubmrehkPrW9W8LHvv\nVOuSS7v7fS8YmXiTPkCDh+ePGDOuPs9wOf1O6oozJUXHjvr9ZU0iDreUtPThY8Z5F0+ePPnTTz/p\nGE8HFyuHjeGNuexKv2++LdilSyQqzkXv/uf3OS/PHp9ARMcLf/zD1CsWPzg/zmabPHPW0Pyx1950\nW2JyIrmclnN1O1cnsm/oAL/98w0Rm8XX+4RDnWfK7xk4Z0xmAcbnULvOLvr82LbCcren/g2L0+P7\nhIPZZHHbhVlDOtl1eToeAUg42uI/335T/3jg3AkHZyw9so1GVYxR8ycrgjNZCL9p2C4aNUZt/WqW\npTiL2ScdUcjj2rl1cyunQYqMFi9d5WWl/3PHHy4bmFtTUz3+15PVL9esWXPPPfcE/0UArxh9e9Vi\nzH3PHzhrTpN5ibt0a6kDiJb+tf7jlS/89eD+PRXlZd4vN360ZuULS08V/fzY868WHvn++/3flhaf\nqq0qlwK3anf6DfH3/qrXG2dW0pJ61TQJrraK86tXOaNF47p1STTJTW/j1Nq02uXeeOTsmu9K1Kll\nfatYidM/ftvPLLXlohwrxy0Sjrbo2adf/SuVc7RpYoonzSYFfA+nC8FpcLYtN7VJm4w4iyUrw0FE\nDke6xSQ15uNuF50porKTnlYMcRY93vn7S+rsDAU7th3ct8f7/caNG6On3SiAXq67dd5jz702ZMQo\nIpr7wMJe/QboGMyRQ9+d60dfblq/v+CrbZs/o++304lDzurKwEN5ul1mdw1VNxnGRh3XR+tLr9pL\nJd0mJZoFETHWdIIVYv0dcX1SrV0SAzS6d7qVI79UHyqu8esNyxjxZm/DA4qV3CIgJBxtkdv3vLg4\nq8UkSedIKUwSd8RF0TMxwdjVfVL9Zg8amZNwb35nwUgwJnMue08at5P2fDwxN0G0OMyfHs51spWc\napy06djRxrkkLr744sE50TXJu98uxG71EdM64L/9ojGXLFnxxoa9P0763Q36RpJ34UVBfmq12YiI\nvl1Pp46QyykHvEy5nX2sNVdaG1+YXj3j+pS0SDR9UO8k/3xx17xMW/03nLyPM9Sc4bcXOIZ1DtAl\ntc7tcSqK093YG9b7N7kRp4f1E41XFN1550AKss7sC7vs/CmpsLT2ZEVd8+d9ZlnKsEfRVJ+CBWj2\nLAuWm2L9f+O6lrzlbaoAABYhSURBVNV6theW7jnhcglW51asZtOkm26bffkIXUINiW9Jjbr0ys/W\nvq9+/9ubb09JTd+9fWun1MQHHnhAzxABoJlfXTTy5ZdfXrNmTVHJ2YId23x/9PRrb2XndEtzZBaf\nOkHOaklxuupquLAovi8gPG5yO7v16vWnP07908OLvv16pz0+IWLPbNS61LdN3NT+aRuPnD1d6WSM\neR9SBEwgnB6qcymKovjN12YSrP2TVkXnhNi+kHA00fqbnkn9Ug+cqpIFs8i82tmYqwpGboVkxjJs\nUZRw3D+qc8C5zhmjYZ0TiOi701Wy4C4P1bnddqul3/k9m3UHjgpBCmjE2PF/eXXV1//+sntu74sv\nn8g4nzxzVge8iwVoJR3Pjrwse97kyZMnT95TVLH/m6/+s7cgq3POkBGjzBYrEa3753vF6gPLvetc\nRYdcE+8ne6okSS7vJdztlDk/+G3BsVxbl+49Bw2N6N2RqO+c0vjNzYMzvywsI3WW14ZEpFk/FSIi\nRVGcbkVp1ipF5izobBn1Yr1Ci8aLSpRosWivy3OM65FkadrGR+1LLQsWVc2ML8yOD/520Cwxq8wb\nRp4RQXqiRbNBQ0fc9Kd7L7nymujMliDaxHr1rYr1vbDG2VY89fif77z1qqH9v9u3h4g83qEIFQ+d\n+oFW3V3fK9DL7XQeP3Bw6yc3XjO+LtDcWJrijC0a1y3e1CShUOtMWTSOr3iuNnxOT4D56O1mYZGa\n/MHWtNUIvkK0DTNKSDjaIyfJ3D3ZkhXvm9TWjxZnklhmNL1S8RXwOL5hYMa156erwV/cIyEn0eL3\nK5GLr93Kzp7RO4SQxXRDMID2eOvVF7yf337tRSLKH395kzVqysnjdtVWEymkeOoHXdy9hn7YQURN\nxgqLVGU1vIv/tVy9SzOJxucU57q4Oj1K89llL8i0P3lpt7YF47vLUV6NIOFol5E5CfOHZ3PW+FZP\n5oyIFozJGZhl0zu6EJglbpWFzDkRzRjgyIqP0mwpuOOF/733luumjP7VvTfPPPbjD3qHE1iU1wjQ\not5JYuvWrYcOHdI7kLbTMcFt3mLa6azzLrpcTiKKT0j8aOeB///C3x9cvDQ9M4uIyOMml5Pcrvqu\nsB63t0NsRic9xyf0Ugc4z4o3X9G7vom6EIwHesgRcLQBRkrbOsTGFuPvYXu05pxU22MKxhgjE2ey\nYIxR92RLazo4RRXB6h/PxOj7FCJ6c8XSgh1fElHBzm2vv/BXvcMJDyQoUaWzqTYnJ2fKlCkjR458\n+umn9Q7HCK6YPN37+dKJU9UPZot1aP7YcVddc+GI0UREO96lspPkdpHLSYqHSo4lx5mGjbr4L6+u\nirM13trpeLIIxgSjRLO4YWCG+g2n+vvPVv16+K4X0VxjIOFoLyEY58Q5SZzJglklYRYx+V/tmmQZ\n0y1RnQhA71gCa/FEqqpobKFdU12tcTjQEa1evdr7ecmSJW2YNDwCovmS09yw0Zf8/YON9z/+9Kvv\nr2s+IurV115PRPTVP6m2unGwr3/8z5kfD4z79SRvc1HdX0pywWTBfRuPiaZzxgbBOkafWELC0X4m\nwU2cqceWLFiCRbw1ra/eQbVF5wTT7wc6Vk3rG3PPZrxGX3aV93P+JZfpGEnbNK80tatDT58+fdNN\nN6Wnp994442//PKLRlsxErV0WNSM5mckXbr1uHTilG49ezf/UW7f8x5//m9E1DCbhJMa5h/5/NMP\nIxlkcOoTYt8L6rDO8b85L601v+s374SBIeFoFKRyD5I+p8dJf5vcRzCSef20wvHmQN2hYuS2Iy2a\nxisL1fhfT1q6cvUt8x945m9vXzFlht7hRLVFixZ98MEHRLR69epHH43QJBQGMG1a4ySrDz30kCRh\nZAHNDRt98W33LSCP2ywLsyy8jSBs9iiqUQUxWXDfwTQcdnlg6+p877QsbRATlxUvnC1hkGgRgjPB\nSGaBB2+JrWMi5vgOdzNg0JABg4a0Zui2qOU9WjSN//Tp097PhYWF2m0oFgUpgpSUlGPHju3evTsj\nI6NXr14RD80Igt/aUaB/+9TrZh/8V+GRX2os5Pxu8z+JaNCwkdf/8Q5N4wyJEGTiTDTNGwQjxlqe\nl1cWYe7IH7VXHCQcIQhyGROMZCF6p1kvyIxr/tPoEbUHohY61M6GavDgwRs2bFA/jxkzRt9gYovF\nYsnPz9c7ihbEes7tG/mOrZvfeHHZwR9+pP4X5+Rf/dnSB8/+8ofk1Fa9rYgY9a2635sRzphgzE0t\nzIMph2OY0ZiAhCM8BOeSoO4p5ol9UvWOJcxw2TakO++8MyUlpaCgID8/f/bs2ZWVlXpHBOEX/WNd\nt+i7fXsenjO7fqG8uPBAwevPf33owD6z1Trzljn6TkHn66reKbuOV9S4mkx4Kbg6IGmwnIMxdmWv\nlNFdEyMQpO6QcITH5P6p356sDPgeTvf+7rFe47SGIXdW0yNHkqTZs2cTkdVq5RiYtSVIu/WyZ9e/\nGxcOfUmHvlzVsPTFhk8/++aHKBlWeEROgs0kisqbDHsqGFPbgzJGzmaji6pkTl2TzDlJAaaWNR4k\nHOExtX9av7Q4u8m/uWjU1lMGuPUB0FpMv5gwhq49gjWUOVNSnJLuiFgwweVl2rzzx6oEY5yTopBg\nzOUJ/JBD5jzg+GCGFBW5oTH0d8R1kCw1mkVthgcAAXnP2YAn70VjLpk15y4iCthoIzkt/Vy/GA04\nZ5yYYEzm7FzDDTRv+WFgSDhCFrUHt5fuY+AAGImRzqZYqRx8g7zu1nkfbN93pqTYb52BQ4czxqJ5\ndxw2+ZYhmYKRzHnzUUfVFETmMTy4c6iQcLQgmo9mCAhFBuBljNOhqrLc75uh+WPn3P9nXYJpPZNg\nV/VOEZzJIsAw597ZuZu/UjFGqTWHNhwaivWDJtbjBwBjSHNk5o+b8MXGderiP7Z8lZicom9IracO\nQioLzpjbtxmH+oRjfM9Ev9m5DQwJh9G0OKgOAHQoxmgh/siTz21Z/1FlRfnoS6+MnmyjNc2Kx/ZI\nLjxb89+ztRJn3r4qnDFZcCL3jAHpHWGeWBUSDgAAg4vy7jYB74X88iRJlsddNSmCQYXNrUMytxwt\n3XW8/F9HS70Jh8yZiTMi6jhdVAhtOMBIKisrn3nmmblz565du1bvWADAmIJ3qwnYLHdMt8QBDptv\nMw5ZMLPEZcFic3LxNsITjpYZ9U2EMR60+nrggQfefvttInrnnXfeeOONK664Qu+IAKKIUauymCA4\nkzgncquPNGTB4mT+7vR+eMIBLYiVrmWqGAq1ndRsQ7Vp0yYdIwGACIihyu08h/WqPilEpPZYCT61\nuFEh4egQYui0bI8JEyZ4P/fu3VvHSAAAfHWKN4/rmUREJrWXLGMdZ/gNL7xS6eiivDVZSBYuXMgY\n+/TTT2fPnj1r1iy9wwEAaKTOVi8JRkSDs+Mn5CbrHVGkIeEA48jNzX3zzTf1jgIAOpZWtofjxDgR\nJyYExZt5nzTruf5auAOMFnilopVYP2hiPX4AiHWxWwsFbOcnCSZxLgmSGetQbUW9kHAAAABoLsUq\nLZ/YUzBuMwlzs+6wao4SuzlWa+CVSkcR0nEc0we9y+V6/fXXv/7668GDB99www2ShIMcIIb5tTPz\nLupbTbVt692SLILT7F9lDsyytby24aAuDr8Yulr7jmBjjHajRLRs2bIlS5YQ0erVq8vLy++88069\nIwIAqDcwy9Y50XSu2eqNDa9U2s77+Mvwz8Fiy1dffeX9vHPnTh0jAYB2ipWqtfVx3nFRdqbdpGkw\nUQsJB9SLlRO7RVlZWd7P2dnZOkYCAIZkmNoywpBwgNE8/PDDU6dOJaJp06Y9+OCDeocDAABEaMMB\nvtSWHLGevKekpKxYsWLFihV6BwIAWon1asqPwXbnXPCEA5roIMc9AMQWVE0GgISjvfxOA5wVAAAA\nzUXRKxUhNJ83jzHGGNNoQ5xzitReCCEURdF6Q5rSriAiyQB7oelJETGcc0VRYn0vGGOccwPsRazX\nsW3bEOd8YKf45n+nNbTYKSFEtB1OUZRwyLKs9SY454wxjTakDjAVgb0QQsiyHOsJBxFJktT6EzI6\ncc4jUOKaUmslA+yFerXWO5B2YYwZYJw67Q6nSNaxbdgLSZL8fkWSpEHZCURUcLws+O9qsVOc82g7\ntaPo4K6pqdF6E5IkeTwejTZUV1dHEdkLznlNTU2sJxxxcXG1tbVut1vvQNpFCBGBEtcUY4wictxq\nymw2u91ul8uldyDtYjab6+rq1Jokdml3UtTV1eVl2SNwrJpMJlmWQ91QXV2d36/0SzWp37RYplrs\nlBBCkqTa2tqw/2VfdnsIrQhi+4Yg2qABBwAAQEBIOAAAIAZE+R1dm8OL8v0KIyQcAAAAoDkkHGHT\ncbJUAACAUCHhAAAAAM0h4QAAAADNIeEAAAAAzSHhAAAA0FCQFn4dqvEfEg4AAABtdajE4lyQcAAA\nAOigo2UhSDgAAABAc0g4AAAAIq2jPd4gJBwAAACRkZdl74B5hhcSDgAAANAcEg4AAADQHBIOAAAA\nzfm+TOmYL1aQcAAAAIDmkHAAAACA5pBwAAAARE7HfJ9CSDgAAAAgApBwAAAAgOaQcAAAAIDmkHCA\ncTz99NPp6ekzZ84sKCjQOxYAAGgCCQcYxPr165csWaJ+uOyyy/QOBwAAmkDCAQZx8OBB38Xy8nK9\nIgEAgOaQcIBB5Ofnez+PHz8+Pj5ex2AAAMCPpHcAAOExaNCgd955591333U4HHPnztU7HAAAaAIJ\nBxjHJZdcMnbsWMYYY0zvWAAAoAm8UgHjWLp0aUZGhsPhePXVV/WOBQAAmkDCAQbx3XffPf744+rn\nBx988NixY/rGAwAAvpBwgEEUFRX5Lp44cUKvSAAAoDkkHGAQQ4YM8X5OS0vr37+/jsEAAIAfJBxg\nEEII7+fi4uKNGzfqGAwAAPhBwgEGUVNT47tYUVGhVyQAANAcEg4wiJSUlN/85jfexcsvv1zHYAAA\nwA/G4QDjWL58+TXXXFNaWjphwoSkpCS9wwEAgEZIOMA4OOd4sAEAEJ3wSgUAAAA0h4QDAAAANIeE\nAwAAADSHhAMAAAA0h4QDAAAANBfRXirFxcV33323w+Egovnz53fq1CmSWwcAAAC9RDThOH369JVX\nXjljxoxIbhQAAAB0F9FXKidPnvz555+ff/75zz//PJLbBQAAAH0xRVEitrGdO3eWlpYOGjRo2bJl\n06ZNu+CCC4jovvvu2717NxGtW7dOkrR94sJYRPcXgkBZRA+URZRAQUQPlEUrMcZCWFmX/+nmzZtL\nSkrUmS+Ki4tra2uJyGq1hhR6G8TFxXk8Hr9ZvmKOxWKpra2N9ZMhKSmpvLzc7XbrHUi7WK3W6upq\nvaNoF7PZLElSZWWl3oG0i8lkcrvdsX44xcfH19TUOJ1OvQNpFwOcFLIsWyyW8vJyvQNpF865JEl1\ndXWabiU5Obn1K0e0Dcdbb73Vv3//vLy8wsLC3Nxc9cu0tDT1Q3FxsdYBKIqiKEqs10rqLsR6wqHu\nhTHKQu8o2sUYJ4XH4/F4PLG+F4qiGGMvYn0XhBBEFOt7QUTRdjhFNOEYP378M888895776Wmpg4f\nPjySmwYAAAAdRTThSE9PX7x4cSS3CAAAANEAA38BAACA5jpWQ9yXXnopOTl5+vTpegcC9Pvf/37x\n4sXZ2dl6B9LRffjhh4cOHbrrrrv0DgTooYcemjRp0tChQ/UOpKMrKChYtWrVU089pXcgRhPRVyq6\nO3v2rNY9b6GVioqKXC6X3lEAVVRUnD17Vu8ogIjo9OnTsd6/wxhqampOnTqldxQG1LFeqSQlJcXH\nx+sdBRARZWVlIfmLBna7PSkpSe8ogIgoPT3darXqHQWQxWJRp+CA8OpYr1QAAABAFx3rCQcAAADo\nwoDPtKuqqhYvXuxyuWw223333cc5f/bZZysqKnJycmbNmuVyuXwXq6qqlixZ4na709PT77jjDq2H\nOu1ogpeFus5jjz12zz33WCwWv6LRM27DCakg/FY2mUy6xm40IZWFurhnz55NmzbNnz9ft6CNKKSC\nUBTllVdeOXXqVEJCwrx583ClaBuxcOFCvWMIs/Xr16elpc2bN+/48ePFxcUnTpxQFGXOnDmffPJJ\n9+7d9+3b57u4e/fu1NTUuXPnbt++PTU1NTU1Ve/wDSV4WXDOH3744b17906bNk2SpG3btvn+NCEh\nQe/wjSOkgvBbuUePHnqHbyghlQURVVVVLV++3GazYbDE8AqpIHbv3l1eXj537ty6ujqz2Wy32/UO\nPyYZ8JVKr169xo4dS0R2u12W5cOHD6s1Zo8ePQ4fPuy3mJ6eXlhYeObMmeLiYjSdC7vgZWG32594\n4gl1Dj8i8vupflEbUEgF4beybkEbVEhlQUQrV65Up52C8AqpIA4cOOB2u5999tnq6urMzEwdw45p\nBkw4evfunZqaumvXrm3btl144YVVVVXqdC2pqakVFRV+i7m5uUeOHHnyySclSQppEhpojeBlQUSc\nc+/DyeY/hXAJqSD8VtYzbiMKqSx27dqVkZGRk5OjZ8QGFVJBVFRUnDhx4tprr92xY0dBQYGecccy\nAyYcRLR69eovvvjikUceiYuLi4uLKykpIaKSkhK73e63+O6776ojUOXl5X3++ec6x21EQcrCb83g\nP4V2an1B+K0c8UiNr/VlsWbNmv379y9fvnzfvn3r1q3TI1gja31B2Gy28ePHOxyOUaNG/fDDD3oE\nawQGTDi2b99eUVExf/58m81GRL169Tp69CgRqVPU+i06nU61Y7DH48E4VGEXvCz8Vg7+U2iPkArC\nb2UIr5DK4vHHH1+wYMGcOXMGDBgwYcKEyEdrYCEVRG5u7vfff09EP/74Y0ZGRsSDNQgDNhr96KOP\n9u3bt2XLlg0bNpjN5uHDh2/cuHHr1q0Oh2P06NGdOnXyXezatevKlSu3bNlSWlo6c+ZMDEUVXsHL\nQl1n8+bNo0ePliTJr2j0jdxgQioIv5W7du2qb/AGE1JZqIuVlZV79+5Fo9HwCrV2+vjjjz/++GNF\nUaZPn865Ae/VIwADfwEAAIDmkKYBAACA5pBwAAAAgOaQcAAAAIDmkHAAAACA5pBwAAAAgOaQcACA\nhp544olly5bpHQUA6A8JBwAAAGgOCQcAhJnT6bztttu6des2bNiwvXv3ElFZWdnEiRO7dOnSq1ev\nTZs26R0gAOgACQcAhNlrr7129OjRQ4cOrV279osvviCiVatWJScnHzt27MUXX/zggw/0DhAAdICE\nAwDCbMuWLbfffrvJZHI4HNOnTyeiESNGbN26dcGCBXa7fenSpXoHCAA6QMIBAGHmO6+3EIKI8vLy\nCgoKsrOzFy5cOGXKFF2jAwB9YC4VAAizl19+ee3ate+//35ZWdnQoUPnzZtXWlrqdrsfffTRoqKi\n3r17l5WVeTMSAOggMDkqAITZjTfeWFBQ0KdPn/T09Ouvvz45Ofnqq6++9tprV65cKcvyc889h2wD\noAPCEw4AAADQHNpwAAAAgOaQcAAAAIDmkHAAAACA5pBwAAAAgOb+D8ViprNACZ2AAAAAAElFTkSu\nQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 10 -h 6 -u in\n",
    "plot(m, forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use the `prophet_plot_components` function to see the forecast broken down into trend, weekly seasonality, and yearly seasonality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rdeN3JjlKBBvHtRXRPFtrDwDY52kn/HSQ38UXI2RC5rkfby46dDejlGd3Fbd4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\nIYQQIpH/ASgoM7dLElB7AAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 9 -h 9 -u in\n",
    "prophet_plot_components(m, forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An interactive plot of the forecast using Dygraphs can be made with the command `dyplot.prophet(m, forecast)`.\n",
    "\n",
    "More details about the options available for each method are available in the docstrings, for example, via `?prophet` or `?fit.prophet`. This documentation is also available in the [reference manual](https://cran.r-project.org/web/packages/prophet/prophet.pdf) on CRAN."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
